diff --git a/assignment5.Rmd b/assignment5.Rmd index 288bcb3..634b828 100644 --- a/assignment5.Rmd +++ b/assignment5.Rmd @@ -16,8 +16,7 @@ The data you will be using comes from the Assistments online intelligent tutorin ## Start by uploading the data ```{r} -D1 <- - +D1 <- read.csv("Assistments-confidence.csv", header = TRUE) ``` ## Create a correlation matrix of the relationships between the variables, including correlation coefficients for each pair of variables/features. @@ -38,7 +37,7 @@ ggcorr(D1[,-1], method = c("everything", "pearson")) #ggcorr() doesn't have an e ## Create a new data frame with the mean_correct variable removed, we want to keep that variable intact. The other variables will be included in our PCA. ```{r} -D2 <- +D2 <- D1[,-5] ``` @@ -73,15 +72,16 @@ plot(pca, type = "lines") ```{r} #Now, create a data frame of the transformed data from your pca. -D3 <- +D3 <- data.frame(pca$x) #Attach the variable "mean_correct" from your original data frame to D3. - +D3$mean_correct <- D1$mean_correct #Now re-run your correlation plots between the transformed data and mean_correct. If you had dropped some components would you have lost important infomation about mean_correct? - +ggpairs(D3, progress = FALSE) +ggcorr(D3, method = c("everything", "pearson")) ``` ## Now print out the loadings for the components you generated: @@ -105,10 +105,19 @@ biplot(pca) Also in this repository is a data set collected from TC students (tc-program-combos.csv) that shows how many students thought that a TC program was related to andother TC program. Students were shown three program names at a time and were asked which two of the three were most similar. Use PCA to look for components that represent related programs. Explain why you think there are relationships between these programs. ```{r} +T1 <- read.csv("tc-program-combos.csv", header = TRUE) +T2 <- T1[,-1] +tc_pca <- prcomp(T2, scale = TRUE) +summary(tc_pca) +plot(tc_pca, type = "lines") +tc_pca$rotation +tc_loadings <- abs(tc_pca$rotation) +biplot(tc_pca) -``` +``` +Yes, there are relationships between these programs. For example, the psychology programs are closer to each other than other types of program, having both positive mapped value on pc1 and pc2. While for education class, they tend to have lower pc2 mapped value and high pc1 mapped value. In other words, education programs are having similar mapping on pc1 and pc2. diff --git a/assignment5.html b/assignment5.html new file mode 100644 index 0000000..d39c00b --- /dev/null +++ b/assignment5.html @@ -0,0 +1,2903 @@ + + + + +
+ + + + + + + + +The data you will be using comes from the Assistments online intelligent tutoring system (https://www.assistments.org/). It describes students working through online math problems. Each student has the following data associated with them:
+D1 <- read.csv("Assistments-confidence.csv", header = TRUE)
+#You can install the corrplot package to plot some pretty correlation matrices (sometimes called correlograms)
+
+library(ggplot2)
+library(GGally)
+## Registered S3 method overwritten by 'GGally':
+## method from
+## +.gg ggplot2
+ggpairs(D1, 2:8, progress = FALSE) #ggpairs() draws a correlation plot between all the columns you identify by number (second option, you don't need the first column as it is the student ID) and progress = FALSE stops a progress bar appearing as it renders your plot
+ggcorr(D1[,-1], method = c("everything", "pearson")) #ggcorr() doesn't have an explicit option to choose variables so we need to use matrix notation to drop the id variable. We then need to choose a "method" which determines how to treat missing values (here we choose to keep everything, and then which kind of correlation calculation to use, here we are using Pearson correlation, the other options are "kendall" or "spearman")
+#Study your correlogram images and save them, you will need them later. Take note of what is strongly related to the outcome variable of interest, mean_correct.
+D2 <- D1[,-5]
+pca <- prcomp(D2, scale. = TRUE)
+pca$sdev
+## [1] 1.4502917 1.1428589 1.0462819 0.9976299 0.8557032 0.7385185 0.4721430
+#To convert this into variance accounted for we can square it, these numbers are proportional to the eigenvalue
+
+pca$sdev^2
+## [1] 2.1033459 1.3061264 1.0947058 0.9952654 0.7322279 0.5454096 0.2229190
+#A summary of our pca will give us the proportion of variance accounted for by each component
+
+summary(pca)
+## Importance of components:
+## PC1 PC2 PC3 PC4 PC5 PC6 PC7
+## Standard deviation 1.4503 1.1429 1.0463 0.9976 0.8557 0.73852 0.47214
+## Proportion of Variance 0.3005 0.1866 0.1564 0.1422 0.1046 0.07792 0.03185
+## Cumulative Proportion 0.3005 0.4871 0.6434 0.7856 0.8902 0.96815 1.00000
+#We can look at this to get an idea of which components we should keep and which we should drop
+
+plot(pca, type = "lines")
+#Now, create a data frame of the transformed data from your pca.
+
+D3 <- data.frame(pca$x)
+
+#Attach the variable "mean_correct" from your original data frame to D3.
+
+D3$mean_correct <- D1$mean_correct
+
+#Now re-run your correlation plots between the transformed data and mean_correct. If you had dropped some components would you have lost important infomation about mean_correct?
+
+ggpairs(D3, progress = FALSE)
+ggcorr(D3, method = c("everything", "pearson"))
+ ## Now print out the loadings for the components you generated:
pca$rotation
+## PC1 PC2 PC3 PC4
+## id 0.58205514 -0.3385544 0.062469916 -0.10516164
+## prior_prob_count -0.50027988 0.5120349 0.097545822 0.10595670
+## prior_percent_correct 0.10259004 0.2656193 0.781280744 -0.28670059
+## problems_attempted -0.24807198 -0.4255122 0.527707102 -0.08843549
+## mean_hint -0.47081307 -0.3669473 -0.115313460 -0.02244680
+## mean_attempt -0.34179563 -0.4434016 -0.009533538 -0.27383776
+## mean_confidence -0.01944837 0.2008274 -0.290378811 -0.90122426
+## PC5 PC6 PC7
+## id -0.00563084 0.10995181 0.720770551
+## prior_prob_count -0.02074912 -0.12780116 0.670846181
+## prior_percent_correct 0.29982995 0.34978664 -0.118642884
+## problems_attempted -0.58767798 -0.35448987 -0.008692926
+## mean_hint -0.10797157 0.78055600 0.094647492
+## mean_attempt 0.70023474 -0.33740750 0.085558668
+## mean_confidence -0.24957526 -0.02126521 0.005007913
+#Examine the eigenvectors, notice that they are a little difficult to interpret. It is much easier to make sense of them if we make them proportional within each component
+
+loadings <- abs(pca$rotation) #abs() will make all eigenvectors positive
+
+#Now examine your components and try to come up with substantive descriptions of what some might represent?
+
+#You can generate a biplot to help you, though these can be a bit confusing. They plot the transformed data by the first two components. Therefore, the axes represent the direction of maximum variance accounted for. Then mapped onto this point cloud are the original directions of the variables, depicted as red arrows. It is supposed to provide a visualization of which variables "go together". Variables that possibly represent the same underlying construct point in the same direction.
+
+biplot(pca)
+ # Part III
+Also in this repository is a data set collected from TC students (tc-program-combos.csv) that shows how many students thought that a TC program was related to andother TC program. Students were shown three program names at a time and were asked which two of the three were most similar. Use PCA to look for components that represent related programs. Explain why you think there are relationships between these programs.
T1 <- read.csv("tc-program-combos.csv", header = TRUE)
+T2 <- T1[,-1]
+tc_pca <- prcomp(T2, scale = TRUE)
+summary(tc_pca)
+## Importance of components:
+## PC1 PC2 PC3 PC4 PC5 PC6 PC7
+## Standard deviation 2.6670 2.33303 2.03824 1.80893 1.71451 1.60412 1.58799
+## Proportion of Variance 0.1062 0.08124 0.06201 0.04884 0.04387 0.03841 0.03764
+## Cumulative Proportion 0.1062 0.18740 0.24941 0.29825 0.34212 0.38053 0.41816
+## PC8 PC9 PC10 PC11 PC12 PC13 PC14
+## Standard deviation 1.49222 1.4642 1.39139 1.33521 1.32517 1.3121 1.26312
+## Proportion of Variance 0.03323 0.0320 0.02889 0.02661 0.02621 0.0257 0.02381
+## Cumulative Proportion 0.45140 0.4834 0.51229 0.53890 0.56511 0.5908 0.61462
+## PC15 PC16 PC17 PC18 PC19 PC20 PC21
+## Standard deviation 1.25366 1.22339 1.21896 1.18649 1.1313 1.1281 1.1043
+## Proportion of Variance 0.02346 0.02234 0.02218 0.02101 0.0191 0.0190 0.0182
+## Cumulative Proportion 0.63808 0.66042 0.68260 0.70361 0.7227 0.7417 0.7599
+## PC22 PC23 PC24 PC25 PC26 PC27 PC28
+## Standard deviation 1.06319 1.01168 0.99666 0.96528 0.95049 0.93257 0.90508
+## Proportion of Variance 0.01687 0.01528 0.01483 0.01391 0.01348 0.01298 0.01223
+## Cumulative Proportion 0.77678 0.79205 0.80688 0.82079 0.83427 0.84725 0.85948
+## PC29 PC30 PC31 PC32 PC33 PC34 PC35
+## Standard deviation 0.85161 0.8348 0.81880 0.78539 0.76079 0.73351 0.7228
+## Proportion of Variance 0.01082 0.0104 0.01001 0.00921 0.00864 0.00803 0.0078
+## Cumulative Proportion 0.87030 0.8807 0.89071 0.89992 0.90856 0.91659 0.9244
+## PC36 PC37 PC38 PC39 PC40 PC41 PC42
+## Standard deviation 0.67319 0.66343 0.64839 0.62449 0.60331 0.56847 0.55769
+## Proportion of Variance 0.00676 0.00657 0.00627 0.00582 0.00543 0.00482 0.00464
+## Cumulative Proportion 0.93115 0.93772 0.94399 0.94981 0.95524 0.96007 0.96471
+## PC43 PC44 PC45 PC46 PC47 PC48 PC49
+## Standard deviation 0.51032 0.49443 0.47128 0.44551 0.4329 0.41344 0.37260
+## Proportion of Variance 0.00389 0.00365 0.00332 0.00296 0.0028 0.00255 0.00207
+## Cumulative Proportion 0.96860 0.97224 0.97556 0.97852 0.9813 0.98387 0.98594
+## PC50 PC51 PC52 PC53 PC54 PC55 PC56
+## Standard deviation 0.36654 0.35016 0.33278 0.32800 0.30414 0.28040 0.27067
+## Proportion of Variance 0.00201 0.00183 0.00165 0.00161 0.00138 0.00117 0.00109
+## Cumulative Proportion 0.98795 0.98978 0.99143 0.99304 0.99442 0.99559 0.99668
+## PC57 PC58 PC59 PC60 PC61 PC62 PC63
+## Standard deviation 0.23730 0.21156 0.17617 0.16542 0.14778 0.1420 0.11093
+## Proportion of Variance 0.00084 0.00067 0.00046 0.00041 0.00033 0.0003 0.00018
+## Cumulative Proportion 0.99752 0.99819 0.99866 0.99906 0.99939 0.9997 0.99987
+## PC64 PC65 PC66 PC67
+## Standard deviation 0.07055 0.04430 0.03589 0.01241
+## Proportion of Variance 0.00007 0.00003 0.00002 0.00000
+## Cumulative Proportion 0.99995 0.99998 1.00000 1.00000
+plot(tc_pca, type = "lines")
+tc_pca$rotation
+## PC1 PC2
+## Adult.Education 0.195244807 -0.081173179
+## Anthropology 0.041618444 0.067513716
+## Social.Studies 0.118026735 -0.009640857
+## Physiology -0.108722059 0.244332139
+## Behavior.Analysis 0.073664107 0.212642074
+## Linguistics 0.031501159 -0.056628665
+## Art.Education -0.100850194 -0.008331969
+## Teaching.English 0.096371622 -0.077917205
+## Arts.Administration 0.219265500 -0.007609962
+## Bilingual.Bicultural.Education 0.187592041 -0.089462221
+## Clinical.Psychology 0.137578897 0.253057084
+## Cognitive.Science -0.003609338 0.139954400
+## College.Advising 0.136854695 -0.070391895
+## Communication.Sciences.and.Disorders 0.076817580 0.152942395
+## Cooperation.and.Conflict.Resolution 0.204246568 0.074014973
+## Creative.Technologies -0.033511014 -0.038351713
+## Curriculum.and.Teaching 0.045456979 -0.146083471
+## Dance.Education -0.017280406 0.033201946
+## Deaf.and.Hard.of.Hearing -0.010313639 0.191270009
+## Design.and.Development.of.Digital.Games -0.031771585 -0.071519524
+## Developmental.Psychology 0.082288337 0.152941409
+## Diabetes.Education -0.018135541 0.190943934
+## Early.Childhood.Education 0.108728104 -0.019690381
+## Early.Childhood.Special.Education 0.011939402 0.141416924
+## Economics.and.Education 0.230904557 -0.044537632
+## Education.Technology 0.080546916 -0.069391374
+## Education.Leadership 0.164853826 -0.020157092
+## Education.Policy 0.220862047 -0.049289447
+## Inclusive.Education 0.112412104 0.078743538
+## English.Education 0.058102626 -0.039814683
+## Change.Leadership 0.276968484 0.025307479
+## Nursing -0.004426176 0.212127683
+## Gifted.Education 0.061050472 0.036282821
+## Health.Education -0.070745806 0.221286588
+## Higher.and.Postsecondary.Education 0.049622510 -0.088269322
+## History 0.185879418 0.005513178
+## Instructional.Technology.and.Media 0.015354039 0.037814598
+## Intellectual.Disability.Autism -0.038023570 0.055764264
+## International.and.Comparative.Education 0.148554380 -0.136598623
+## Kinesiology -0.074076646 0.251474186
+## Learning.Analytics 0.050461967 0.023262241
+## Literacy 0.102057802 -0.055471015
+## Mathematics -0.022958610 0.019090802
+## Measurement..Evaluation.and.Statistics 0.053776442 0.025781843
+## Motor.Learning.and.Control -0.067993850 0.066549542
+## Movement.Science -0.094071255 0.155210865
+## Music 0.019739178 -0.038477774
+## Neuroscience 0.050088590 0.252892893
+## Nutrition -0.096876750 0.098444990
+## Leadership 0.200587293 -0.043951788
+## Philosophy 0.050141362 -0.035570257
+## Physical.Education -0.005951315 0.210815408
+## Politics 0.218826058 -0.093130258
+## Private.School.Leadership 0.204822247 -0.044466862
+## Psychological.Counseling 0.021504240 0.180589584
+## Psychology 0.132750159 0.223687912
+## Reading 0.141378210 0.007779019
+## School.Psychology 0.088295588 0.068982630
+## Science.Education 0.002525749 -0.040226399
+## Sexuality..Women.and.Gender.in.Psychology 0.138274926 0.190272039
+## Social.Organizational.Psychology 0.211870376 0.062715239
+## Sociology 0.139414507 0.171940097
+## Spirituality.Mind.Body 0.119406065 0.173459546
+## School.Principals 0.217479454 -0.025803517
+## Urban.Education 0.197797965 -0.005724431
+## Counseling.Psychology 0.070167540 0.195730154
+## Communication.Media.and.Learning.Technologies 0.055898776 0.032653273
+## PC3 PC4
+## Adult.Education 0.028182506 -0.012101516
+## Anthropology -0.013498702 -0.186530401
+## Social.Studies -0.058297497 -0.062441476
+## Physiology -0.029875300 0.085347530
+## Behavior.Analysis 0.064112822 0.063218559
+## Linguistics 0.108760848 -0.347873695
+## Art.Education 0.044684538 -0.032872051
+## Teaching.English 0.056978165 -0.274561025
+## Arts.Administration 0.114395894 -0.022037413
+## Bilingual.Bicultural.Education -0.005642685 -0.188182654
+## Clinical.Psychology -0.065207715 -0.043343805
+## Cognitive.Science 0.310433118 -0.047490754
+## College.Advising -0.092624873 0.095460446
+## Communication.Sciences.and.Disorders 0.060687829 -0.174237714
+## Cooperation.and.Conflict.Resolution 0.012459052 0.042134054
+## Creative.Technologies 0.260970961 -0.048352723
+## Curriculum.and.Teaching -0.032638635 -0.136233254
+## Dance.Education 0.144541852 -0.126449044
+## Deaf.and.Hard.of.Hearing 0.014471350 -0.231777116
+## Design.and.Development.of.Digital.Games 0.315204411 -0.155407491
+## Developmental.Psychology -0.019178994 0.013305093
+## Diabetes.Education -0.064466952 -0.062256944
+## Early.Childhood.Education 0.016319702 -0.137738097
+## Early.Childhood.Special.Education -0.106805966 -0.179485356
+## Economics.and.Education -0.037240112 0.147464986
+## Education.Technology 0.269028133 0.118380213
+## Education.Leadership -0.018347066 0.133788509
+## Education.Policy -0.062160131 0.065062109
+## Inclusive.Education -0.038748887 0.016795477
+## English.Education 0.030105227 -0.340655042
+## Change.Leadership 0.027469355 0.090129650
+## Nursing -0.124284925 -0.006326771
+## Gifted.Education 0.142702875 -0.015319271
+## Health.Education -0.149398776 0.039773903
+## Higher.and.Postsecondary.Education -0.046074812 0.050802594
+## History -0.030043567 -0.130286278
+## Instructional.Technology.and.Media 0.256605069 -0.035329485
+## Intellectual.Disability.Autism -0.060174199 -0.109418351
+## International.and.Comparative.Education 0.010684652 0.065832442
+## Kinesiology 0.032006324 0.028572726
+## Learning.Analytics 0.279301926 0.095156574
+## Literacy 0.019325673 -0.249578015
+## Mathematics 0.279437785 0.160098841
+## Measurement..Evaluation.and.Statistics 0.246700617 0.117658853
+## Motor.Learning.and.Control 0.157909931 0.153501353
+## Movement.Science 0.054218545 0.051387822
+## Music 0.115547732 -0.033099369
+## Neuroscience 0.123316167 0.026158308
+## Nutrition -0.115876404 -0.064711287
+## Leadership -0.089623076 0.178233962
+## Philosophy -0.015545648 0.024110573
+## Physical.Education 0.069411030 0.046590787
+## Politics -0.048800674 0.116061983
+## Private.School.Leadership 0.022314928 0.079455100
+## Psychological.Counseling -0.061518244 -0.130944602
+## Psychology 0.138362887 0.053041590
+## Reading 0.042498185 -0.160488365
+## School.Psychology -0.052382941 -0.019388874
+## Science.Education 0.139802843 -0.006356849
+## Sexuality..Women.and.Gender.in.Psychology -0.020534185 0.025740427
+## Social.Organizational.Psychology -0.094771939 -0.067165172
+## Sociology -0.089267361 0.135896567
+## Spirituality.Mind.Body -0.064486688 -0.093103762
+## School.Principals -0.045270014 0.006180797
+## Urban.Education 0.004016740 -0.014814714
+## Counseling.Psychology 0.062714872 0.006732776
+## Communication.Media.and.Learning.Technologies 0.225757185 0.054377872
+## PC5 PC6
+## Adult.Education 1.728415e-01 -0.102668759
+## Anthropology -3.129737e-02 0.196426553
+## Social.Studies -1.474660e-01 0.076803863
+## Physiology -6.609786e-02 -0.025259090
+## Behavior.Analysis -5.133547e-06 -0.082261014
+## Linguistics -1.915169e-02 0.039603219
+## Art.Education -1.584728e-01 -0.133805991
+## Teaching.English 1.089443e-01 -0.006044466
+## Arts.Administration -1.869310e-01 -0.074904058
+## Bilingual.Bicultural.Education 4.903744e-02 -0.159653250
+## Clinical.Psychology 2.005051e-02 -0.036235448
+## Cognitive.Science 4.991097e-02 0.087843872
+## College.Advising 1.485522e-01 -0.105098235
+## Communication.Sciences.and.Disorders 2.793143e-02 -0.089000775
+## Cooperation.and.Conflict.Resolution -9.699016e-05 -0.003460946
+## Creative.Technologies 3.935876e-02 -0.080642586
+## Curriculum.and.Teaching 5.402043e-02 -0.096422621
+## Dance.Education -1.803114e-01 -0.227974331
+## Deaf.and.Hard.of.Hearing 5.168328e-02 -0.147128760
+## Design.and.Development.of.Digital.Games -4.278729e-02 -0.145749767
+## Developmental.Psychology 7.833214e-02 0.013997594
+## Diabetes.Education 4.873309e-02 -0.127689916
+## Early.Childhood.Education 1.760174e-01 -0.064400004
+## Early.Childhood.Special.Education 2.123717e-01 -0.039771119
+## Economics.and.Education 8.153583e-02 0.012145918
+## Education.Technology 1.085994e-01 -0.055435622
+## Education.Leadership 1.477658e-01 0.026786690
+## Education.Policy -2.249421e-02 -0.078921380
+## Inclusive.Education 2.115616e-01 -0.107026746
+## English.Education 7.085640e-02 0.091851859
+## Change.Leadership -8.847020e-02 -0.143885402
+## Nursing -9.978436e-02 -0.066867053
+## Gifted.Education 1.577669e-01 -0.090391186
+## Health.Education 3.300102e-03 -0.158034551
+## Higher.and.Postsecondary.Education 1.825499e-01 0.329136645
+## History -3.272878e-01 0.001254374
+## Instructional.Technology.and.Media 5.601318e-02 -0.075288491
+## Intellectual.Disability.Autism 1.192242e-01 -0.056404613
+## International.and.Comparative.Education 7.643797e-02 -0.115531729
+## Kinesiology 3.299363e-02 0.060837034
+## Learning.Analytics -5.633621e-02 0.201292330
+## Literacy -2.770064e-02 0.109599023
+## Mathematics 3.066170e-02 0.006811620
+## Measurement..Evaluation.and.Statistics -4.852397e-02 0.213080728
+## Motor.Learning.and.Control 4.989157e-02 -0.135173662
+## Movement.Science 1.275983e-02 -0.190268881
+## Music -2.454760e-01 -0.122748200
+## Neuroscience -7.738519e-02 0.090840720
+## Nutrition 3.976750e-02 -0.124974748
+## Leadership -4.159671e-02 -0.036989921
+## Philosophy -2.062782e-01 0.085310354
+## Physical.Education -2.422479e-02 -0.023093307
+## Politics -9.569954e-02 -0.008885544
+## Private.School.Leadership 2.280217e-01 -0.110605438
+## Psychological.Counseling 2.319082e-01 0.180300182
+## Psychology 8.591414e-02 0.030580198
+## Reading -1.403552e-01 0.079193712
+## School.Psychology 3.755853e-02 0.267784552
+## Science.Education 6.107782e-02 0.355283883
+## Sexuality..Women.and.Gender.in.Psychology -2.118146e-01 0.071699549
+## Social.Organizational.Psychology -2.731819e-02 0.107680504
+## Sociology -6.936710e-02 0.043240262
+## Spirituality.Mind.Body -1.561628e-01 0.122103870
+## School.Principals 7.613233e-02 -0.083483538
+## Urban.Education -1.852246e-01 -0.041156072
+## Counseling.Psychology 1.783831e-01 0.090119254
+## Communication.Media.and.Learning.Technologies 4.549864e-02 -0.051178527
+## PC7 PC8
+## Adult.Education 0.168961987 -0.0765370842
+## Anthropology 0.098276227 0.0954633593
+## Social.Studies -0.300006884 -0.2940596423
+## Physiology 0.073067860 0.0839518027
+## Behavior.Analysis 0.054966515 -0.1111766436
+## Linguistics 0.144143242 -0.1125538040
+## Art.Education -0.105359916 0.0579344858
+## Teaching.English 0.044141594 0.1149604676
+## Arts.Administration 0.074172102 0.0530020089
+## Bilingual.Bicultural.Education -0.143056515 0.0418901350
+## Clinical.Psychology 0.147447776 -0.0682643478
+## Cognitive.Science 0.026039182 -0.0453729524
+## College.Advising -0.038383241 -0.0956028350
+## Communication.Sciences.and.Disorders 0.337589840 -0.1105070647
+## Cooperation.and.Conflict.Resolution -0.098424611 -0.0906518314
+## Creative.Technologies 0.141925957 -0.1678239562
+## Curriculum.and.Teaching 0.006514167 -0.1169033788
+## Dance.Education -0.227605456 0.1258219202
+## Deaf.and.Hard.of.Hearing -0.159523240 -0.1053574605
+## Design.and.Development.of.Digital.Games 0.037583436 -0.0156096117
+## Developmental.Psychology -0.021018681 0.1983357512
+## Diabetes.Education -0.115484068 0.1798137911
+## Early.Childhood.Education -0.149048329 0.1639846821
+## Early.Childhood.Special.Education -0.155666513 0.1184248013
+## Economics.and.Education 0.044792514 0.0496561898
+## Education.Technology -0.055271900 -0.0071171726
+## Education.Leadership 0.076640964 0.0851631320
+## Education.Policy -0.218669131 0.0228847197
+## Inclusive.Education 0.119211689 0.0227717408
+## English.Education 0.005418317 -0.0709703710
+## Change.Leadership 0.030086536 0.0074568599
+## Nursing 0.082741555 0.0233711492
+## Gifted.Education -0.290446653 0.2132388392
+## Health.Education 0.091940282 -0.0244728360
+## Higher.and.Postsecondary.Education -0.016729596 0.0258983157
+## History 0.033760909 -0.0967642998
+## Instructional.Technology.and.Media 0.130952023 0.1250973228
+## Intellectual.Disability.Autism -0.013183529 0.0008154006
+## International.and.Comparative.Education 0.052575217 -0.2968264489
+## Kinesiology -0.066373271 0.0604760396
+## Learning.Analytics 0.086112757 0.1409525929
+## Literacy 0.205570254 0.2273894320
+## Mathematics -0.074865044 0.1674100945
+## Measurement..Evaluation.and.Statistics 0.067999834 -0.0318868226
+## Motor.Learning.and.Control 0.058100872 -0.1647398625
+## Movement.Science 0.048103676 -0.0562431322
+## Music -0.211569465 -0.0765349465
+## Neuroscience -0.052072450 -0.0712940929
+## Nutrition 0.041532672 -0.0372022630
+## Leadership -0.003160839 0.1156509056
+## Philosophy -0.015911739 -0.0199402455
+## Physical.Education -0.063127212 0.1445029446
+## Politics 0.059022047 0.1643300823
+## Private.School.Leadership 0.094717624 0.0565089158
+## Psychological.Counseling -0.090105489 -0.0672544067
+## Psychology 0.053760748 -0.0528136251
+## Reading -0.054538398 0.1406627887
+## School.Psychology -0.027757382 -0.1600309960
+## Science.Education -0.204119083 0.0037572011
+## Sexuality..Women.and.Gender.in.Psychology -0.115593872 -0.0553145957
+## Social.Organizational.Psychology -0.026109879 -0.2095701445
+## Sociology 0.071073850 -0.0345229042
+## Spirituality.Mind.Body 0.098556500 0.0492756980
+## School.Principals -0.141747487 -0.0162850378
+## Urban.Education 0.081488398 0.2350006363
+## Counseling.Psychology -0.201631124 -0.0746412070
+## Communication.Media.and.Learning.Technologies -0.115919319 -0.2738966071
+## PC9 PC10
+## Adult.Education 0.013435773 -0.0799984882
+## Anthropology 0.167784914 0.0503525493
+## Social.Studies 0.153911527 -0.0704415543
+## Physiology -0.127397038 -0.0068095350
+## Behavior.Analysis 0.141151760 0.0437087194
+## Linguistics -0.087203406 -0.2004274183
+## Art.Education -0.038293467 -0.2271359521
+## Teaching.English 0.042657952 0.0067423702
+## Arts.Administration -0.131687283 0.0147731755
+## Bilingual.Bicultural.Education 0.153828308 0.1429691916
+## Clinical.Psychology -0.038843894 0.0288761742
+## Cognitive.Science 0.065918953 0.0007978772
+## College.Advising -0.003580126 -0.1248193912
+## Communication.Sciences.and.Disorders 0.032156675 -0.0809595396
+## Cooperation.and.Conflict.Resolution -0.185449879 -0.1246078191
+## Creative.Technologies 0.091935459 -0.0916001392
+## Curriculum.and.Teaching -0.285032004 0.0663266999
+## Dance.Education -0.062212917 -0.1185659744
+## Deaf.and.Hard.of.Hearing -0.083700359 -0.1241571492
+## Design.and.Development.of.Digital.Games -0.044609566 -0.0976035242
+## Developmental.Psychology 0.173193201 -0.2472277929
+## Diabetes.Education -0.188140051 0.0583798294
+## Early.Childhood.Education -0.146383459 0.1254119489
+## Early.Childhood.Special.Education 0.216535038 0.0538747764
+## Economics.and.Education -0.138730577 -0.0855117592
+## Education.Technology 0.033000009 0.0191961954
+## Education.Leadership -0.006458550 -0.2688520659
+## Education.Policy 0.172636338 0.0620388476
+## Inclusive.Education -0.046348487 0.0841665592
+## English.Education 0.087012108 0.1322263662
+## Change.Leadership -0.034329146 0.1370983885
+## Nursing 0.038522432 0.1445176451
+## Gifted.Education 0.079108670 -0.0223955713
+## Health.Education -0.161864154 0.1562602079
+## Higher.and.Postsecondary.Education -0.153959049 -0.1188163992
+## History 0.002100495 -0.0278227138
+## Instructional.Technology.and.Media -0.029175777 0.0784349950
+## Intellectual.Disability.Autism -0.088115027 -0.3938159863
+## International.and.Comparative.Education 0.102436476 0.0016139004
+## Kinesiology -0.026024774 0.1025661686
+## Learning.Analytics -0.086193612 0.1188036224
+## Literacy -0.059494139 0.0581088031
+## Mathematics -0.015557446 -0.1494916483
+## Measurement..Evaluation.and.Statistics -0.110822063 0.1766355470
+## Motor.Learning.and.Control 0.035352659 -0.0374315529
+## Movement.Science -0.081462309 -0.1761113514
+## Music -0.141270967 0.0967551422
+## Neuroscience -0.147464533 0.0669438205
+## Nutrition -0.310524967 0.0404126195
+## Leadership 0.068414906 0.1011462801
+## Philosophy -0.055098137 -0.3596064960
+## Physical.Education 0.110064760 -0.0884839188
+## Politics 0.008909885 -0.1184883426
+## Private.School.Leadership 0.024835548 -0.0253843818
+## Psychological.Counseling -0.066213642 -0.0488194522
+## Psychology 0.172275723 0.0115320577
+## Reading 0.021850543 0.0615803695
+## School.Psychology -0.170797649 -0.0279701411
+## Science.Education -0.159361008 -0.0337840522
+## Sexuality..Women.and.Gender.in.Psychology 0.135661152 -0.0751167256
+## Social.Organizational.Psychology -0.077274579 0.0299633984
+## Sociology -0.018956896 -0.0748381737
+## Spirituality.Mind.Body 0.204436706 -0.0785226242
+## School.Principals -0.235243530 0.0569763439
+## Urban.Education -0.196776629 -0.0041899842
+## Counseling.Psychology -0.063536973 -0.0224895270
+## Communication.Media.and.Learning.Technologies 0.009187855 0.1652215439
+## PC11 PC12
+## Adult.Education 0.032130246 -0.0301339337
+## Anthropology -0.020651885 0.0834657813
+## Social.Studies -0.109744759 0.0404254726
+## Physiology -0.194341111 0.1131745712
+## Behavior.Analysis 0.089878170 -0.0319030224
+## Linguistics -0.067544248 -0.0250823133
+## Art.Education 0.253206972 0.1373679020
+## Teaching.English -0.017599019 0.1836961238
+## Arts.Administration 0.079235330 -0.0614695039
+## Bilingual.Bicultural.Education -0.158764994 0.0382493061
+## Clinical.Psychology -0.004615067 -0.1407173062
+## Cognitive.Science -0.221022828 0.0005286734
+## College.Advising -0.225633614 0.0095675774
+## Communication.Sciences.and.Disorders 0.183089630 0.0104082321
+## Cooperation.and.Conflict.Resolution 0.033919600 -0.1564105722
+## Creative.Technologies 0.056784903 -0.0231553111
+## Curriculum.and.Teaching -0.128949325 0.0368188794
+## Dance.Education -0.130480574 -0.0788861313
+## Deaf.and.Hard.of.Hearing 0.034741366 -0.1086641606
+## Design.and.Development.of.Digital.Games -0.092132806 -0.1347079275
+## Developmental.Psychology 0.111751823 -0.1224336165
+## Diabetes.Education -0.009762218 0.0145572401
+## Early.Childhood.Education 0.082399165 -0.0003835624
+## Early.Childhood.Special.Education 0.059027524 -0.0732364380
+## Economics.and.Education 0.075898875 0.0564930941
+## Education.Technology 0.006633697 0.0645795654
+## Education.Leadership 0.052247251 0.1303056368
+## Education.Policy 0.030140443 -0.0196850650
+## Inclusive.Education 0.234478738 -0.0989301993
+## English.Education 0.015701053 -0.0493550860
+## Change.Leadership -0.074193872 -0.0133290195
+## Nursing -0.007732268 -0.0320806926
+## Gifted.Education -0.008974676 0.2144268472
+## Health.Education -0.015114896 0.1583188196
+## Higher.and.Postsecondary.Education 0.030051989 0.1633976769
+## History 0.024664228 0.1075542438
+## Instructional.Technology.and.Media -0.269810254 0.2212275020
+## Intellectual.Disability.Autism -0.194040036 -0.2155930587
+## International.and.Comparative.Education -0.267785935 0.0586773450
+## Kinesiology -0.061494328 0.1590819351
+## Learning.Analytics -0.157478959 -0.0608922807
+## Literacy 0.001539529 -0.0323007809
+## Mathematics 0.047132883 0.0010083917
+## Measurement..Evaluation.and.Statistics -0.034596071 -0.1734749367
+## Motor.Learning.and.Control 0.189425052 0.3069512614
+## Movement.Science 0.086911649 -0.1248802010
+## Music 0.201216245 -0.1567260038
+## Neuroscience 0.010558877 -0.0618923721
+## Nutrition -0.212488923 0.1289094798
+## Leadership -0.077310856 -0.3660959415
+## Philosophy 0.015011961 0.1719541123
+## Physical.Education -0.042144902 0.1235945483
+## Politics -0.048610239 0.0315625799
+## Private.School.Leadership -0.021048271 0.0643348269
+## Psychological.Counseling 0.103460650 0.0323582080
+## Psychology 0.083120760 -0.1380441669
+## Reading 0.073742306 0.2136182009
+## School.Psychology -0.034734920 -0.0170644765
+## Science.Education 0.086987038 -0.1192960904
+## Sexuality..Women.and.Gender.in.Psychology -0.187065570 0.0940975241
+## Social.Organizational.Psychology 0.181209042 0.1743344327
+## Sociology -0.183106784 0.0652691063
+## Spirituality.Mind.Body -0.031419199 0.0277523219
+## School.Principals -0.011622428 0.0774748066
+## Urban.Education 0.161079916 0.0252846943
+## Counseling.Psychology -0.109147271 -0.0798015721
+## Communication.Media.and.Learning.Technologies 0.194791266 0.1794879640
+## PC13 PC14
+## Adult.Education 0.012306596 -0.186827417
+## Anthropology -0.140136148 0.116887060
+## Social.Studies -0.015516352 0.194995876
+## Physiology 0.112299034 0.007715839
+## Behavior.Analysis 0.119391975 -0.254264930
+## Linguistics 0.150983355 0.007171591
+## Art.Education 0.177715056 -0.109429910
+## Teaching.English 0.075378657 -0.004291514
+## Arts.Administration -0.045147992 0.040213081
+## Bilingual.Bicultural.Education 0.107640523 0.019705237
+## Clinical.Psychology -0.011151698 0.055946496
+## Cognitive.Science 0.049300939 -0.058350570
+## College.Advising -0.205571337 0.036544347
+## Communication.Sciences.and.Disorders 0.002699779 -0.091466499
+## Cooperation.and.Conflict.Resolution -0.144444791 0.027325217
+## Creative.Technologies -0.119328361 -0.041563310
+## Curriculum.and.Teaching 0.110404901 0.234477170
+## Dance.Education -0.137220360 0.040128748
+## Deaf.and.Hard.of.Hearing -0.188854616 -0.108171733
+## Design.and.Development.of.Digital.Games -0.065656233 0.079436618
+## Developmental.Psychology 0.155319148 0.011586777
+## Diabetes.Education -0.147736255 -0.083192090
+## Early.Childhood.Education 0.159327859 -0.133209523
+## Early.Childhood.Special.Education 0.022873775 -0.155233988
+## Economics.and.Education -0.072039754 -0.159613813
+## Education.Technology 0.275124500 0.130746687
+## Education.Leadership -0.049433237 0.212539172
+## Education.Policy 0.060851205 -0.084320704
+## Inclusive.Education -0.050983942 0.153217099
+## English.Education -0.011761564 -0.107724604
+## Change.Leadership -0.051941159 -0.117587354
+## Nursing -0.135080452 0.149304309
+## Gifted.Education 0.162286333 0.107049684
+## Health.Education 0.216395861 0.125818170
+## Higher.and.Postsecondary.Education -0.029725441 0.029012256
+## History 0.028871074 0.058360003
+## Instructional.Technology.and.Media -0.117618167 -0.056138573
+## Intellectual.Disability.Autism -0.122852207 0.060820832
+## International.and.Comparative.Education 0.097231070 -0.131502888
+## Kinesiology -0.087781502 -0.266193061
+## Learning.Analytics -0.209549129 -0.039795278
+## Literacy 0.188626333 0.018279951
+## Mathematics -0.125454494 -0.102448134
+## Measurement..Evaluation.and.Statistics 0.201237705 0.057674061
+## Motor.Learning.and.Control -0.048840079 0.123242975
+## Movement.Science 0.181501100 -0.003704156
+## Music 0.059694366 0.171829100
+## Neuroscience -0.002459014 0.139710029
+## Nutrition 0.226164157 -0.034501303
+## Leadership 0.071489840 -0.093017984
+## Philosophy 0.177215761 -0.250448099
+## Physical.Education -0.056940939 0.079630809
+## Politics 0.043071928 0.108933381
+## Private.School.Leadership -0.015301866 0.208780852
+## Psychological.Counseling -0.021662234 0.145765154
+## Psychology 0.173653015 0.074972402
+## Reading -0.202384115 0.057430772
+## School.Psychology -0.009324208 -0.283161387
+## Science.Education 0.182213211 0.023169120
+## Sexuality..Women.and.Gender.in.Psychology 0.125789166 -0.097597980
+## Social.Organizational.Psychology -0.132236779 0.029231840
+## Sociology 0.060288778 0.061031112
+## Spirituality.Mind.Body 0.064476616 0.144220547
+## School.Principals 0.009140544 -0.132659295
+## Urban.Education -0.061688602 -0.070382128
+## Counseling.Psychology 0.005001099 0.115599076
+## Communication.Media.and.Learning.Technologies -0.086314457 -0.061591830
+## PC15 PC16
+## Adult.Education 0.040285434 0.108312333
+## Anthropology -0.223149074 0.308955567
+## Social.Studies -0.031462984 -0.034043100
+## Physiology -0.065151415 0.092591580
+## Behavior.Analysis -0.109997885 -0.023319400
+## Linguistics -0.101862811 -0.108815906
+## Art.Education 0.030682859 0.286009110
+## Teaching.English -0.134504758 -0.043701737
+## Arts.Administration -0.040784818 -0.085071083
+## Bilingual.Bicultural.Education -0.101353714 0.075911433
+## Clinical.Psychology 0.024330341 0.113513082
+## Cognitive.Science -0.016470988 -0.090571717
+## College.Advising -0.151237487 -0.161819024
+## Communication.Sciences.and.Disorders 0.022931965 -0.092422272
+## Cooperation.and.Conflict.Resolution -0.110593271 -0.020322363
+## Creative.Technologies 0.060058469 0.132137149
+## Curriculum.and.Teaching -0.240485512 -0.147902752
+## Dance.Education 0.046799791 0.071292763
+## Deaf.and.Hard.of.Hearing 0.160052015 -0.123143914
+## Design.and.Development.of.Digital.Games 0.219888497 -0.064666172
+## Developmental.Psychology -0.098426940 -0.277621608
+## Diabetes.Education 0.170277575 -0.054044510
+## Early.Childhood.Education 0.096791384 0.154228656
+## Early.Childhood.Special.Education -0.035600716 0.037024510
+## Economics.and.Education -0.104393154 -0.033968145
+## Education.Technology 0.186609307 -0.127635412
+## Education.Leadership 0.296698657 0.059793378
+## Education.Policy 0.129795194 -0.095995834
+## Inclusive.Education -0.054457754 -0.131362189
+## English.Education 0.107623078 0.134675821
+## Change.Leadership 0.023781508 0.054596365
+## Nursing -0.002656666 -0.040654362
+## Gifted.Education -0.016367242 0.076241489
+## Health.Education 0.007561201 -0.074168184
+## Higher.and.Postsecondary.Education -0.001477555 0.164600719
+## History 0.154762417 -0.056689847
+## Instructional.Technology.and.Media 0.037093030 0.158051743
+## Intellectual.Disability.Autism 0.020557706 0.090699441
+## International.and.Comparative.Education -0.021702631 -0.039388859
+## Kinesiology 0.039943829 -0.193738781
+## Learning.Analytics 0.092590048 0.054802096
+## Literacy -0.143736406 -0.187897678
+## Mathematics -0.253047064 -0.134898023
+## Measurement..Evaluation.and.Statistics 0.102010471 -0.079360480
+## Motor.Learning.and.Control -0.026756388 -0.032379624
+## Movement.Science 0.001191847 0.297532059
+## Music -0.088375840 0.024321778
+## Neuroscience -0.238414325 0.172937698
+## Nutrition 0.054701266 -0.003616451
+## Leadership -0.103077367 0.098125093
+## Philosophy -0.242279391 -0.058133970
+## Physical.Education -0.010213248 -0.280543677
+## Politics -0.013672557 0.165524312
+## Private.School.Leadership 0.051941090 0.049676822
+## Psychological.Counseling 0.011351356 0.040518769
+## Psychology 0.008443529 0.046776031
+## Reading -0.051484057 -0.033354545
+## School.Psychology 0.029239948 0.027314360
+## Science.Education 0.206903770 -0.074398826
+## Sexuality..Women.and.Gender.in.Psychology 0.109592653 0.013871756
+## Social.Organizational.Psychology 0.167912801 -0.109963092
+## Sociology 0.104592767 0.074333373
+## Spirituality.Mind.Body 0.122406747 0.086690326
+## School.Principals 0.097857405 0.052260053
+## Urban.Education -0.047689035 0.008108122
+## Counseling.Psychology -0.255433768 0.073540494
+## Communication.Media.and.Learning.Technologies -0.196326639 0.124273248
+## PC17 PC18
+## Adult.Education -0.106312795 -0.0045760573
+## Anthropology -0.005044317 0.1297907765
+## Social.Studies -0.137732070 0.0144927529
+## Physiology -0.086174290 0.0955604424
+## Behavior.Analysis 0.201740704 -0.0520309510
+## Linguistics 0.028951640 -0.0163913626
+## Art.Education -0.024633459 0.0653549971
+## Teaching.English 0.215091753 -0.2368206076
+## Arts.Administration -0.008096824 0.1291170966
+## Bilingual.Bicultural.Education -0.032239285 0.0148448469
+## Clinical.Psychology 0.236738135 0.0319037604
+## Cognitive.Science -0.136772444 0.0703627050
+## College.Advising -0.173720507 -0.0943766490
+## Communication.Sciences.and.Disorders 0.024668555 -0.0034677320
+## Cooperation.and.Conflict.Resolution 0.014662350 0.0221298885
+## Creative.Technologies -0.162639524 0.0438792227
+## Curriculum.and.Teaching 0.199589088 0.0484498432
+## Dance.Education 0.220346164 0.1077181840
+## Deaf.and.Hard.of.Hearing 0.128314970 -0.1380663088
+## Design.and.Development.of.Digital.Games -0.051975725 0.1299753572
+## Developmental.Psychology -0.203364983 -0.1035744023
+## Diabetes.Education 0.037631548 -0.2976459336
+## Early.Childhood.Education -0.224707911 -0.0693388955
+## Early.Childhood.Special.Education 0.003967585 -0.0055009794
+## Economics.and.Education -0.174063338 -0.0900756299
+## Education.Technology 0.195181389 0.0008108945
+## Education.Leadership 0.198664800 -0.0622624215
+## Education.Policy -0.049450454 0.0889580062
+## Inclusive.Education -0.163736580 0.2873862420
+## English.Education -0.105513881 -0.2441090786
+## Change.Leadership -0.096729731 0.0440294575
+## Nursing 0.167116047 -0.2528543473
+## Gifted.Education 0.153732424 0.0946993638
+## Health.Education -0.123461641 0.0798098678
+## Higher.and.Postsecondary.Education 0.004775815 -0.0605172615
+## History -0.053114379 -0.1005461631
+## Instructional.Technology.and.Media -0.063728636 0.1147603765
+## Intellectual.Disability.Autism -0.071252939 0.0864125044
+## International.and.Comparative.Education -0.006301806 -0.0594726205
+## Kinesiology 0.025051469 0.0293013768
+## Learning.Analytics -0.075575357 -0.0752890325
+## Literacy -0.017014065 0.0901809805
+## Mathematics 0.104306181 0.0096689023
+## Measurement..Evaluation.and.Statistics -0.035465447 -0.2033090452
+## Motor.Learning.and.Control -0.067749013 0.0015062034
+## Movement.Science -0.179413719 -0.1491289852
+## Music -0.120242119 -0.0716596163
+## Neuroscience -0.071116988 -0.1440946353
+## Nutrition -0.132774156 0.0290575396
+## Leadership -0.021305215 0.0801611401
+## Philosophy -0.008569934 -0.1521608721
+## Physical.Education -0.158589287 0.1009215709
+## Politics 0.056553251 -0.0069703357
+## Private.School.Leadership 0.016117556 -0.1986441922
+## Psychological.Counseling -0.136762891 0.1871855419
+## Psychology 0.115697827 0.0222193387
+## Reading -0.238315059 -0.1298539010
+## School.Psychology 0.246753509 0.2748232066
+## Science.Education -0.067469270 -0.0310760083
+## Sexuality..Women.and.Gender.in.Psychology -0.033396817 0.0843659358
+## Social.Organizational.Psychology 0.008156796 0.0858310603
+## Sociology 0.021070099 -0.2179527268
+## Spirituality.Mind.Body -0.001526742 0.1627724392
+## School.Principals -0.014964030 0.1712624544
+## Urban.Education 0.120515239 0.0697944277
+## Counseling.Psychology 0.077117960 -0.0709009764
+## Communication.Media.and.Learning.Technologies 0.069382597 -0.0038686478
+## PC19 PC20
+## Adult.Education 0.131910642 0.1266091780
+## Anthropology -0.015479047 -0.0517044769
+## Social.Studies 0.118131386 -0.0289277483
+## Physiology -0.076604230 -0.1490226751
+## Behavior.Analysis -0.316345852 -0.0973974138
+## Linguistics 0.131090212 -0.0943811221
+## Art.Education 0.052702551 0.0602815161
+## Teaching.English 0.140017116 0.0971860922
+## Arts.Administration -0.083692312 0.2073887768
+## Bilingual.Bicultural.Education 0.011250862 0.1090573831
+## Clinical.Psychology 0.062961304 0.0576145352
+## Cognitive.Science 0.201302967 -0.0285782066
+## College.Advising -0.105707686 0.2176679199
+## Communication.Sciences.and.Disorders -0.142741036 -0.0009254945
+## Cooperation.and.Conflict.Resolution 0.251389990 -0.1335753961
+## Creative.Technologies 0.174151756 0.1741393184
+## Curriculum.and.Teaching -0.197900651 0.1069545833
+## Dance.Education -0.141783159 0.1534198629
+## Deaf.and.Hard.of.Hearing -0.086728649 -0.0707930670
+## Design.and.Development.of.Digital.Games 0.062216833 -0.0136143300
+## Developmental.Psychology 0.022100774 0.0341307763
+## Diabetes.Education 0.082885300 -0.0349832941
+## Early.Childhood.Education 0.001213151 -0.1858151088
+## Early.Childhood.Special.Education -0.036718673 0.3804867769
+## Economics.and.Education -0.045360402 0.0810750371
+## Education.Technology -0.070353384 -0.0503392846
+## Education.Leadership -0.048820467 -0.0791335339
+## Education.Policy 0.215528112 -0.1963744698
+## Inclusive.Education -0.069549757 -0.0899660243
+## English.Education -0.194320617 -0.1601628569
+## Change.Leadership 0.055619949 -0.0342698586
+## Nursing 0.154790420 0.1302300325
+## Gifted.Education 0.092545449 -0.0052991772
+## Health.Education 0.079875628 -0.0540002092
+## Higher.and.Postsecondary.Education -0.206330996 0.1375451215
+## History -0.077427784 -0.0323316956
+## Instructional.Technology.and.Media 0.022374725 0.0340036080
+## Intellectual.Disability.Autism -0.158561734 -0.2501988900
+## International.and.Comparative.Education -0.141335035 -0.1111981643
+## Kinesiology -0.091871766 -0.0225405928
+## Learning.Analytics -0.012926427 0.1221744394
+## Literacy 0.085538873 -0.0207264233
+## Mathematics 0.007809638 -0.2421766824
+## Measurement..Evaluation.and.Statistics -0.072637518 0.1045052747
+## Motor.Learning.and.Control -0.121078245 0.0165202294
+## Movement.Science -0.072230046 0.1479141869
+## Music -0.124840442 0.1325366798
+## Neuroscience 0.076321150 0.0134369818
+## Nutrition -0.030405252 -0.0437633976
+## Leadership -0.108881761 -0.0343718576
+## Philosophy 0.086852012 0.0748645555
+## Physical.Education -0.108977316 0.2367596818
+## Politics -0.081213331 -0.0719137651
+## Private.School.Leadership -0.040594569 0.0899305609
+## Psychological.Counseling 0.130199530 0.0938184257
+## Psychology 0.007628281 -0.1024303510
+## Reading -0.257209796 -0.2452217428
+## School.Psychology -0.008478013 0.1370797684
+## Science.Education -0.083342334 0.0633206224
+## Sexuality..Women.and.Gender.in.Psychology -0.099583829 0.1134204623
+## Social.Organizational.Psychology 0.085701709 -0.0098184946
+## Sociology 0.256449769 -0.0140452937
+## Spirituality.Mind.Body -0.190331350 0.0035156942
+## School.Principals -0.056127971 0.0799369924
+## Urban.Education 0.115136853 -0.0376746613
+## Counseling.Psychology -0.050767845 -0.1104541534
+## Communication.Media.and.Learning.Technologies 0.028192895 -0.0820630453
+## PC21 PC22
+## Adult.Education -0.129858578 0.16406240
+## Anthropology -0.213122525 0.08662058
+## Social.Studies 0.037325547 0.10479206
+## Physiology 0.011558607 0.05141842
+## Behavior.Analysis -0.106805813 -0.04832636
+## Linguistics 0.033424854 0.03486876
+## Art.Education -0.023816315 -0.14046110
+## Teaching.English -0.064639113 -0.10396934
+## Arts.Administration 0.133528314 -0.01108393
+## Bilingual.Bicultural.Education 0.120835021 -0.07298269
+## Clinical.Psychology -0.041495884 0.08081073
+## Cognitive.Science 0.189421556 -0.08914840
+## College.Advising -0.027987097 -0.05363045
+## Communication.Sciences.and.Disorders -0.050748831 0.09757116
+## Cooperation.and.Conflict.Resolution 0.120095926 -0.08862685
+## Creative.Technologies 0.154453673 0.08409319
+## Curriculum.and.Teaching -0.023492209 -0.11357385
+## Dance.Education -0.021973249 0.15839137
+## Deaf.and.Hard.of.Hearing 0.022791884 0.17520843
+## Design.and.Development.of.Digital.Games -0.006057185 0.04193451
+## Developmental.Psychology -0.228529202 -0.11834551
+## Diabetes.Education 0.011668424 0.12248098
+## Early.Childhood.Education 0.111201478 -0.15427344
+## Early.Childhood.Special.Education 0.026045170 0.02584053
+## Economics.and.Education 0.098813991 0.26236692
+## Education.Technology -0.060907020 0.09832670
+## Education.Leadership 0.078952165 -0.08384868
+## Education.Policy -0.031598570 0.12985596
+## Inclusive.Education 0.003279515 0.11112372
+## English.Education 0.081120151 0.08050924
+## Change.Leadership -0.054254439 -0.03350034
+## Nursing -0.074835756 -0.13015538
+## Gifted.Education 0.068637384 0.06192963
+## Health.Education 0.134293006 -0.07431249
+## Higher.and.Postsecondary.Education 0.198451790 0.09955600
+## History 0.076590910 -0.19179463
+## Instructional.Technology.and.Media -0.265914624 -0.07825056
+## Intellectual.Disability.Autism -0.147736627 -0.16993363
+## International.and.Comparative.Education -0.130381258 -0.09823330
+## Kinesiology -0.153697554 0.01260739
+## Learning.Analytics 0.028666304 0.01496094
+## Literacy -0.047056101 0.10349250
+## Mathematics -0.035062544 -0.16574951
+## Measurement..Evaluation.and.Statistics 0.019571480 0.04447082
+## Motor.Learning.and.Control -0.077615492 0.19412987
+## Movement.Science 0.142534916 -0.21816432
+## Music -0.250657115 0.14757516
+## Neuroscience -0.131108623 -0.12984778
+## Nutrition 0.039524688 0.21170574
+## Leadership 0.023889985 -0.03150798
+## Philosophy -0.002493882 0.12193198
+## Physical.Education 0.219117138 -0.05310713
+## Politics -0.083496607 0.29199242
+## Private.School.Leadership -0.020047631 -0.23800895
+## Psychological.Counseling -0.282818892 0.02479143
+## Psychology 0.158242064 0.03798057
+## Reading 0.092015397 -0.04292825
+## School.Psychology 0.142272315 -0.11865629
+## Science.Education -0.268954799 -0.06477610
+## Sexuality..Women.and.Gender.in.Psychology -0.061514434 -0.04561997
+## Social.Organizational.Psychology -0.009698176 -0.17342467
+## Sociology -0.152051305 0.15768965
+## Spirituality.Mind.Body 0.089140545 -0.01020251
+## School.Principals -0.177015687 -0.10319167
+## Urban.Education 0.066729623 -0.05318069
+## Counseling.Psychology 0.239964969 0.20316492
+## Communication.Media.and.Learning.Technologies -0.018366795 -0.05266182
+## PC23 PC24
+## Adult.Education -0.169091678 -0.026906375
+## Anthropology 0.175509327 -0.079987000
+## Social.Studies -0.082048846 0.111163311
+## Physiology -0.051669799 0.057053331
+## Behavior.Analysis -0.023333957 0.073296225
+## Linguistics 0.018821239 0.302329378
+## Art.Education 0.032878436 -0.102695247
+## Teaching.English -0.161289208 -0.096205028
+## Arts.Administration 0.132352362 -0.146450926
+## Bilingual.Bicultural.Education -0.232375149 0.006744521
+## Clinical.Psychology 0.071502777 -0.097153903
+## Cognitive.Science 0.123448294 -0.142755641
+## College.Advising 0.198700653 -0.221051137
+## Communication.Sciences.and.Disorders -0.080330903 -0.073743457
+## Cooperation.and.Conflict.Resolution -0.066388618 -0.147368766
+## Creative.Technologies 0.040292784 0.010607283
+## Curriculum.and.Teaching -0.084422394 -0.182435079
+## Dance.Education 0.160014991 -0.026740451
+## Deaf.and.Hard.of.Hearing 0.015506161 0.199653896
+## Design.and.Development.of.Digital.Games 0.163814892 -0.080128057
+## Developmental.Psychology 0.034788380 0.011114529
+## Diabetes.Education -0.150702346 -0.034679781
+## Early.Childhood.Education 0.172956533 -0.249761256
+## Early.Childhood.Special.Education 0.103114466 0.042494141
+## Economics.and.Education 0.084090103 0.142232728
+## Education.Technology 0.101794646 -0.012093329
+## Education.Leadership 0.157172161 -0.040229404
+## Education.Policy -0.053517942 0.052605027
+## Inclusive.Education -0.109143783 -0.169468485
+## English.Education 0.081725689 -0.173555159
+## Change.Leadership -0.001707485 0.191586845
+## Nursing 0.121716336 -0.026318129
+## Gifted.Education -0.015116754 0.043761130
+## Health.Education 0.056457076 -0.051516590
+## Higher.and.Postsecondary.Education 0.077915627 0.059037810
+## History 0.046420229 0.066310364
+## Instructional.Technology.and.Media -0.207248606 0.070531582
+## Intellectual.Disability.Autism -0.046861302 -0.023885018
+## International.and.Comparative.Education 0.082266940 0.036932660
+## Kinesiology 0.018935824 -0.031320955
+## Learning.Analytics -0.228298746 0.068414567
+## Literacy 0.260872994 0.203439403
+## Mathematics -0.096620092 -0.056582100
+## Measurement..Evaluation.and.Statistics -0.070856437 -0.112132846
+## Motor.Learning.and.Control 0.133434619 0.055083091
+## Movement.Science -0.080003772 0.143285495
+## Music -0.209736748 -0.088883406
+## Neuroscience 0.099899712 0.142908377
+## Nutrition -0.011607893 0.085493709
+## Leadership 0.162698419 0.135535799
+## Philosophy -0.107954323 -0.170799472
+## Physical.Education -0.055183189 0.060681540
+## Politics -0.161398417 -0.066943682
+## Private.School.Leadership -0.057343363 0.245499623
+## Psychological.Counseling -0.025529043 -0.027337660
+## Psychology -0.191296051 -0.186432209
+## Reading -0.015483498 -0.118988416
+## School.Psychology -0.094924106 -0.102759667
+## Science.Education 0.069425512 0.113257982
+## Sexuality..Women.and.Gender.in.Psychology 0.124463511 -0.108869104
+## Social.Organizational.Psychology -0.162314132 0.117919343
+## Sociology 0.161875827 -0.231799204
+## Spirituality.Mind.Body -0.150184851 0.077004428
+## School.Principals 0.024011851 0.009124248
+## Urban.Education 0.111942887 0.157073981
+## Counseling.Psychology -0.013456869 0.150740651
+## Communication.Media.and.Learning.Technologies 0.232860578 0.056103338
+## PC25 PC26
+## Adult.Education -0.171508908 0.02090199
+## Anthropology -0.024827367 0.18587828
+## Social.Studies 0.052507175 -0.05706654
+## Physiology 0.109659849 0.15086779
+## Behavior.Analysis 0.065965836 -0.16381692
+## Linguistics 0.009216336 -0.18351633
+## Art.Education 0.024467031 -0.21136862
+## Teaching.English -0.083670042 0.09014350
+## Arts.Administration 0.151766618 0.18641796
+## Bilingual.Bicultural.Education 0.047032325 -0.22688401
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+## Cognitive.Science -0.054750339 -0.05781587
+## College.Advising -0.140552464 0.14991821
+## Communication.Sciences.and.Disorders 0.241879511 0.04418184
+## Cooperation.and.Conflict.Resolution -0.101939923 -0.09640538
+## Creative.Technologies 0.330763972 0.05956784
+## Curriculum.and.Teaching -0.091524705 -0.04331892
+## Dance.Education -0.054054791 -0.10813994
+## Deaf.and.Hard.of.Hearing -0.058442838 0.06472734
+## Design.and.Development.of.Digital.Games -0.016712775 -0.20926352
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+## Diabetes.Education 0.051910599 0.10027546
+## Early.Childhood.Education 0.096049332 0.06298602
+## Early.Childhood.Special.Education -0.084817504 0.10524235
+## Economics.and.Education 0.045340966 -0.03614132
+## Education.Technology 0.117262763 0.10041679
+## Education.Leadership -0.085233835 -0.04251367
+## Education.Policy -0.064243277 0.01689250
+## Inclusive.Education 0.153621368 -0.21677168
+## English.Education 0.016252446 0.11577093
+## Change.Leadership -0.113785236 0.03469011
+## Nursing 0.273344398 -0.08568097
+## Gifted.Education 0.244617087 0.15066978
+## Health.Education -0.024592616 -0.11936179
+## Higher.and.Postsecondary.Education 0.032988802 -0.29771356
+## History 0.029985897 -0.01336949
+## Instructional.Technology.and.Media -0.025787733 -0.04952361
+## Intellectual.Disability.Autism 0.100308094 0.11153378
+## International.and.Comparative.Education 0.166647569 0.10056746
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+## Learning.Analytics -0.062261968 -0.08098978
+## Literacy -0.176876260 0.01925970
+## Mathematics -0.101803494 0.17522791
+## Measurement..Evaluation.and.Statistics 0.007451375 0.04384185
+## Motor.Learning.and.Control -0.263326048 0.09002617
+## Movement.Science -0.229440252 0.05462945
+## Music -0.073324067 0.03305859
+## Neuroscience 0.234596429 0.04049508
+## Nutrition -0.069410417 0.18261915
+## Leadership 0.050580007 -0.04259544
+## Philosophy 0.090991115 -0.02215810
+## Physical.Education 0.113082914 0.15571394
+## Politics 0.196144720 -0.02108171
+## Private.School.Leadership -0.003827503 -0.11682493
+## Psychological.Counseling -0.039058556 -0.03990496
+## Psychology -0.256072519 0.05522795
+## Reading -0.093251320 -0.12813694
+## School.Psychology 0.067105937 0.11646558
+## Science.Education 0.015961123 0.07248292
+## Sexuality..Women.and.Gender.in.Psychology -0.170810288 -0.07221901
+## Social.Organizational.Psychology 0.021641023 0.18133357
+## Sociology -0.017815053 -0.03614612
+## Spirituality.Mind.Body -0.070230743 0.10790572
+## School.Principals 0.079185199 -0.02792055
+## Urban.Education -0.094678762 0.11296488
+## Counseling.Psychology 0.018311395 -0.06164520
+## Communication.Media.and.Learning.Technologies -0.045929468 0.00472069
+## PC27 PC28
+## Adult.Education 0.073089807 -0.240590632
+## Anthropology -0.220125709 -0.132141523
+## Social.Studies 0.016240435 -0.023153894
+## Physiology -0.207947846 -0.116644085
+## Behavior.Analysis -0.073185490 0.006722119
+## Linguistics 0.160882101 0.011491947
+## Art.Education 0.021231544 -0.075963056
+## Teaching.English -0.192427235 -0.142934980
+## Arts.Administration -0.031533345 -0.132554469
+## Bilingual.Bicultural.Education -0.064640577 -0.112169793
+## Clinical.Psychology 0.114938756 0.042527076
+## Cognitive.Science 0.228442601 -0.107817034
+## College.Advising 0.087269559 0.038560694
+## Communication.Sciences.and.Disorders 0.089436365 -0.121635809
+## Cooperation.and.Conflict.Resolution -0.288608867 -0.225717662
+## Creative.Technologies -0.183228980 0.238867531
+## Curriculum.and.Teaching 0.022144837 0.164701368
+## Dance.Education -0.049030038 0.028673503
+## Deaf.and.Hard.of.Hearing -0.035540223 -0.112170637
+## Design.and.Development.of.Digital.Games -0.100285320 -0.088493391
+## Developmental.Psychology -0.079940646 0.049021866
+## Diabetes.Education 0.048469517 0.273128433
+## Early.Childhood.Education 0.087886278 -0.046419499
+## Early.Childhood.Special.Education 0.030789459 0.039064634
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+## Education.Technology -0.008935130 -0.030208641
+## Education.Leadership -0.185202227 0.048418628
+## Education.Policy -0.084944270 -0.041239393
+## Inclusive.Education 0.032554956 0.225959114
+## English.Education -0.181330097 0.091908890
+## Change.Leadership 0.020275996 -0.034652160
+## Nursing 0.173411808 -0.270112237
+## Gifted.Education 0.156005298 -0.077160705
+## Health.Education -0.079010668 -0.094690348
+## Higher.and.Postsecondary.Education -0.016300124 -0.058350251
+## History -0.090967148 0.171855774
+## Instructional.Technology.and.Media 0.042876489 0.169140157
+## Intellectual.Disability.Autism 0.048117073 -0.086689460
+## International.and.Comparative.Education 0.028874783 0.111222642
+## Kinesiology -0.199784877 -0.068124837
+## Learning.Analytics -0.005778232 0.021238188
+## Literacy -0.091597525 0.002672037
+## Mathematics 0.028918537 -0.023860901
+## Measurement..Evaluation.and.Statistics -0.076347239 -0.104803804
+## Motor.Learning.and.Control 0.077144375 -0.251279455
+## Movement.Science -0.041083720 0.005211008
+## Music -0.043790917 -0.042858036
+## Neuroscience 0.075816642 0.017708608
+## Nutrition -0.162162636 -0.017670152
+## Leadership -0.160051265 -0.062402072
+## Philosophy -0.019254569 0.123609160
+## Physical.Education -0.193494580 0.025531439
+## Politics -0.113976404 -0.021052079
+## Private.School.Leadership -0.148571227 -0.001851933
+## Psychological.Counseling -0.095563447 0.188383437
+## Psychology 0.068471311 0.173177127
+## Reading 0.178122406 -0.088798731
+## School.Psychology -0.043131021 -0.102193921
+## Science.Education 0.061927697 -0.033592786
+## Sexuality..Women.and.Gender.in.Psychology -0.047513712 0.138049294
+## Social.Organizational.Psychology -0.106950618 -0.080665186
+## Sociology 0.080478364 0.085924388
+## Spirituality.Mind.Body 0.301957443 -0.035675262
+## School.Principals 0.228611632 -0.055457732
+## Urban.Education 0.096538703 0.299239044
+## Counseling.Psychology 0.056236060 0.058973136
+## Communication.Media.and.Learning.Technologies -0.103926929 0.177667820
+## PC29 PC30
+## Adult.Education -0.0633734082 0.2526254067
+## Anthropology -0.1459664565 0.0214402844
+## Social.Studies -0.0612902303 0.0032078639
+## Physiology 0.2234994650 -0.0576602386
+## Behavior.Analysis -0.0675203264 0.0492368266
+## Linguistics 0.0517537992 -0.0467344207
+## Art.Education -0.0124137503 -0.2700907301
+## Teaching.English 0.1890507828 -0.2054191151
+## Arts.Administration -0.2607075798 0.0418932692
+## Bilingual.Bicultural.Education -0.1113045285 0.0603925032
+## Clinical.Psychology 0.1002945313 0.1130882509
+## Cognitive.Science -0.1080802132 -0.0787551445
+## College.Advising -0.0581968461 -0.0420954281
+## Communication.Sciences.and.Disorders 0.1149724903 0.1586615750
+## Cooperation.and.Conflict.Resolution 0.1054075913 0.1820456191
+## Creative.Technologies -0.0953597915 -0.1670652381
+## Curriculum.and.Teaching 0.0550167674 -0.0273225117
+## Dance.Education 0.0674415348 -0.0431759979
+## Deaf.and.Hard.of.Hearing -0.0545494234 -0.1766760339
+## Design.and.Development.of.Digital.Games 0.0378654617 0.0848913109
+## Developmental.Psychology -0.1481447445 -0.0393896739
+## Diabetes.Education -0.1787131969 0.1664342481
+## Early.Childhood.Education 0.1028863098 0.2248698947
+## Early.Childhood.Special.Education -0.0377612978 0.0165476649
+## Economics.and.Education 0.1430056173 0.0063373590
+## Education.Technology -0.0262057402 0.0800973327
+## Education.Leadership -0.0451113077 0.0838574347
+## Education.Policy 0.0271283454 -0.1044962433
+## Inclusive.Education 0.0967547621 -0.2589369686
+## English.Education 0.1394016856 -0.1603446002
+## Change.Leadership -0.0649232583 -0.2169021817
+## Nursing -0.1358587806 -0.1069556532
+## Gifted.Education 0.0599864233 0.0399011469
+## Health.Education -0.1028617888 0.0398071827
+## Higher.and.Postsecondary.Education -0.1415472820 0.0726431391
+## History -0.1663797575 0.2738852997
+## Instructional.Technology.and.Media 0.1362649838 0.1539250334
+## Intellectual.Disability.Autism -0.0268428975 -0.0583920712
+## International.and.Comparative.Education 0.0303564688 0.0215716822
+## Kinesiology -0.0706852338 0.0155225546
+## Learning.Analytics -0.0522219433 0.0151837459
+## Literacy -0.0539623527 0.0591235318
+## Mathematics -0.2399345922 -0.0737807527
+## Measurement..Evaluation.and.Statistics 0.0260779429 -0.2949428679
+## Motor.Learning.and.Control 0.1308801559 -0.0037908532
+## Movement.Science 0.0397478935 -0.0273190509
+## Music 0.0292360990 0.0628785578
+## Neuroscience 0.0778801893 0.1526600671
+## Nutrition -0.3698052571 -0.1154682469
+## Leadership 0.1086756729 0.0102121747
+## Philosophy -0.0005891809 0.0437443366
+## Physical.Education 0.2663304678 0.0810879107
+## Politics -0.1590784699 -0.0337605747
+## Private.School.Leadership -0.0369969739 -0.1857423550
+## Psychological.Counseling -0.0916388086 -0.0242045369
+## Psychology -0.1357897667 0.0647515746
+## Reading 0.0184423539 -0.1211495137
+## School.Psychology -0.0075427599 -0.1352911200
+## Science.Education 0.0357796587 0.0368691270
+## Sexuality..Women.and.Gender.in.Psychology 0.1453887937 -0.0006447972
+## Social.Organizational.Psychology 0.1251891536 0.0033835719
+## Sociology 0.1569852303 -0.1877789764
+## Spirituality.Mind.Body -0.1169979965 -0.0968114583
+## School.Principals -0.0548057624 -0.1141928176
+## Urban.Education 0.1351187702 -0.1098221725
+## Counseling.Psychology 0.0945655664 0.0269657395
+## Communication.Media.and.Learning.Technologies -0.1703499835 -0.0291613294
+## PC31 PC32
+## Adult.Education 0.043883085 0.053364020
+## Anthropology 0.245264285 0.132697619
+## Social.Studies -0.092582504 0.012866393
+## Physiology -0.253859924 0.149345846
+## Behavior.Analysis -0.049371928 0.116174061
+## Linguistics -0.104360813 -0.148387718
+## Art.Education 0.237052218 0.197236262
+## Teaching.English -0.126857610 0.170355423
+## Arts.Administration -0.092714045 0.005889031
+## Bilingual.Bicultural.Education -0.110744899 -0.009416583
+## Clinical.Psychology -0.133748469 -0.115948564
+## Cognitive.Science 0.192133233 -0.020081431
+## College.Advising 0.004669708 0.174819317
+## Communication.Sciences.and.Disorders -0.104680475 0.065776257
+## Cooperation.and.Conflict.Resolution -0.117419183 -0.138043478
+## Creative.Technologies -0.115297931 -0.069330790
+## Curriculum.and.Teaching 0.044008299 -0.038671951
+## Dance.Education 0.032902443 0.075125637
+## Deaf.and.Hard.of.Hearing 0.112727888 0.029277365
+## Design.and.Development.of.Digital.Games 0.025573486 -0.003977751
+## Developmental.Psychology 0.025234117 0.044043158
+## Diabetes.Education 0.091042658 0.004059697
+## Early.Childhood.Education 0.022088130 -0.143924488
+## Early.Childhood.Special.Education -0.213521741 -0.164970266
+## Economics.and.Education 0.048434027 0.276714647
+## Education.Technology -0.012262717 0.126320853
+## Education.Leadership -0.022464778 0.078153111
+## Education.Policy -0.097255881 0.160866786
+## Inclusive.Education -0.021161504 0.095092087
+## English.Education 0.073255640 -0.134929331
+## Change.Leadership 0.066458188 -0.174210725
+## Nursing 0.052775113 -0.070305803
+## Gifted.Education -0.060498279 -0.042712414
+## Health.Education 0.059102611 -0.086337103
+## Higher.and.Postsecondary.Education -0.173126703 -0.028540902
+## History 0.113683357 0.104111244
+## Instructional.Technology.and.Media 0.066413231 -0.033489390
+## Intellectual.Disability.Autism -0.183414943 -0.001234016
+## International.and.Comparative.Education 0.205051992 -0.122053400
+## Kinesiology 0.078846690 -0.134245215
+## Learning.Analytics -0.108884617 0.134941650
+## Literacy 0.132513080 0.114686273
+## Mathematics -0.052052112 -0.101564956
+## Measurement..Evaluation.and.Statistics -0.002808683 0.051942439
+## Motor.Learning.and.Control 0.012176703 -0.314890116
+## Movement.Science 0.126753783 0.038305572
+## Music 0.033556978 -0.098148648
+## Neuroscience -0.076371759 0.150450716
+## Nutrition -0.178044514 0.020939460
+## Leadership -0.012741325 -0.149967155
+## Philosophy -0.008130992 -0.161068498
+## Physical.Education 0.165276243 -0.131870093
+## Politics 0.198372157 -0.270386774
+## Private.School.Leadership 0.034009937 -0.150904300
+## Psychological.Counseling 0.062402653 -0.092550422
+## Psychology 0.030282860 0.094364116
+## Reading -0.115153280 -0.029480961
+## School.Psychology 0.163010468 -0.111924903
+## Science.Education -0.052372816 -0.140470246
+## Sexuality..Women.and.Gender.in.Psychology -0.168481038 0.080172184
+## Social.Organizational.Psychology 0.116078230 0.110298413
+## Sociology -0.042159346 -0.064769948
+## Spirituality.Mind.Body -0.066081224 -0.097892583
+## School.Principals 0.032629324 0.158655735
+## Urban.Education -0.063290748 -0.153344900
+## Counseling.Psychology 0.346300300 0.099569196
+## Communication.Media.and.Learning.Technologies -0.238521408 0.002628288
+## PC33 PC34
+## Adult.Education -0.024084550 -0.0821580364
+## Anthropology -0.144355484 0.0783470702
+## Social.Studies -0.042619407 -0.1683314628
+## Physiology 0.095200567 -0.1532510412
+## Behavior.Analysis -0.114895063 -0.0028277919
+## Linguistics -0.111708830 0.0498277172
+## Art.Education -0.030059825 -0.0543239377
+## Teaching.English 0.009307747 0.2385319024
+## Arts.Administration -0.029339435 0.0815395977
+## Bilingual.Bicultural.Education 0.099681221 0.0115169773
+## Clinical.Psychology -0.425143399 -0.1005958845
+## Cognitive.Science -0.009658185 0.0653903770
+## College.Advising 0.045210546 -0.0428646534
+## Communication.Sciences.and.Disorders 0.110013958 -0.0249352593
+## Cooperation.and.Conflict.Resolution 0.109846671 -0.1967723735
+## Creative.Technologies 0.031970106 0.0356018827
+## Curriculum.and.Teaching 0.151178784 -0.0668275129
+## Dance.Education -0.125684324 -0.0469254295
+## Deaf.and.Hard.of.Hearing 0.043538227 0.0203044949
+## Design.and.Development.of.Digital.Games 0.134226002 0.0654728050
+## Developmental.Psychology -0.164201139 -0.0928910553
+## Diabetes.Education 0.061122720 0.1605994879
+## Early.Childhood.Education 0.028696741 0.0409715997
+## Early.Childhood.Special.Education -0.076527112 -0.0377718981
+## Economics.and.Education 0.191830713 0.0420228186
+## Education.Technology 0.094841657 -0.2350864915
+## Education.Leadership 0.085847253 0.1635033550
+## Education.Policy -0.094071252 0.0004447456
+## Inclusive.Education -0.011937654 0.1263948269
+## English.Education 0.042392029 -0.1943238926
+## Change.Leadership 0.083689616 0.2851363866
+## Nursing 0.151455610 0.0317311670
+## Gifted.Education -0.013909663 0.0782665475
+## Health.Education -0.248628465 0.2194385079
+## Higher.and.Postsecondary.Education -0.098760309 0.1782811262
+## History -0.078149542 -0.1370863120
+## Instructional.Technology.and.Media -0.035995347 -0.0114302311
+## Intellectual.Disability.Autism -0.127392850 0.2135810235
+## International.and.Comparative.Education -0.088086682 0.1298432339
+## Kinesiology 0.225125971 -0.0434823130
+## Learning.Analytics -0.169442561 -0.0346347926
+## Literacy 0.094430529 -0.0294954807
+## Mathematics 0.033539694 -0.0537782736
+## Measurement..Evaluation.and.Statistics -0.145626053 0.0152594131
+## Motor.Learning.and.Control -0.011278577 0.0129770393
+## Movement.Science 0.072183801 -0.0828947900
+## Music 0.023389804 0.2091628124
+## Neuroscience 0.150505099 -0.0126612009
+## Nutrition -0.022273653 -0.0767316600
+## Leadership 0.079722814 0.0686598346
+## Philosophy -0.018355663 0.0731809452
+## Physical.Education -0.193431379 -0.0742162511
+## Politics -0.019385761 -0.0560884408
+## Private.School.Leadership 0.012891285 -0.1764636060
+## Psychological.Counseling 0.205785072 -0.1097703476
+## Psychology 0.038110844 0.0497368566
+## Reading -0.109463015 -0.1335012691
+## School.Psychology 0.046237386 -0.0957675706
+## Science.Education -0.032061009 0.1039858776
+## Sexuality..Women.and.Gender.in.Psychology 0.182958485 0.2832425334
+## Social.Organizational.Psychology -0.108825141 0.1865796589
+## Sociology -0.018750895 -0.1108507482
+## Spirituality.Mind.Body 0.336450424 -0.0383690415
+## School.Principals -0.159754399 -0.2566071077
+## Urban.Education 0.003334697 -0.0844226307
+## Counseling.Psychology -0.035705042 0.0691580922
+## Communication.Media.and.Learning.Technologies -0.014850648 0.0221167226
+## PC35 PC36
+## Adult.Education -0.252310676 0.163622584
+## Anthropology -0.106880084 -0.158262132
+## Social.Studies -0.040951870 -0.039738968
+## Physiology -0.114037799 0.175153317
+## Behavior.Analysis 0.087834469 -0.170812639
+## Linguistics -0.096057184 0.049029500
+## Art.Education -0.018395512 0.179076792
+## Teaching.English 0.045782968 -0.074089976
+## Arts.Administration 0.158151472 0.210155552
+## Bilingual.Bicultural.Education -0.073132079 -0.088725097
+## Clinical.Psychology 0.200165392 0.048924511
+## Cognitive.Science -0.025324589 0.058480999
+## College.Advising 0.122453768 -0.104919798
+## Communication.Sciences.and.Disorders 0.027155469 -0.088792735
+## Cooperation.and.Conflict.Resolution -0.094767360 -0.064452954
+## Creative.Technologies 0.154509594 -0.078389687
+## Curriculum.and.Teaching -0.003950309 -0.011553445
+## Dance.Education -0.193439408 -0.027680380
+## Deaf.and.Hard.of.Hearing 0.062281593 0.067320622
+## Design.and.Development.of.Digital.Games 0.008916418 -0.054049686
+## Developmental.Psychology -0.099651345 0.201714536
+## Diabetes.Education -0.258204462 0.012208886
+## Early.Childhood.Education 0.086671809 -0.042638510
+## Early.Childhood.Special.Education -0.059232143 0.080472135
+## Economics.and.Education -0.049752915 -0.095399081
+## Education.Technology -0.035201271 -0.196316586
+## Education.Leadership -0.003855265 0.065254346
+## Education.Policy 0.096773608 -0.145802764
+## Inclusive.Education -0.085519004 0.056917078
+## English.Education -0.041169178 -0.014701145
+## Change.Leadership -0.092970281 -0.109676934
+## Nursing 0.053545357 -0.186326239
+## Gifted.Education 0.152905341 0.228803250
+## Health.Education -0.074701874 -0.227462433
+## Higher.and.Postsecondary.Education -0.222823078 0.053065033
+## History -0.026748855 0.089435273
+## Instructional.Technology.and.Media -0.023139946 -0.042574189
+## Intellectual.Disability.Autism -0.035261644 -0.129430229
+## International.and.Comparative.Education -0.074773472 0.266835191
+## Kinesiology 0.087376608 0.090864567
+## Learning.Analytics 0.295941564 0.015358180
+## Literacy 0.065097311 0.019771131
+## Mathematics -0.071904861 0.029286799
+## Measurement..Evaluation.and.Statistics -0.260555528 0.002057909
+## Motor.Learning.and.Control 0.093324129 0.038057098
+## Movement.Science 0.100536853 -0.182991318
+## Music -0.014554133 0.174476764
+## Neuroscience -0.036236230 0.134286215
+## Nutrition 0.152891713 0.072577087
+## Leadership 0.058854348 0.085734204
+## Philosophy 0.142151364 -0.220997108
+## Physical.Education -0.219815087 -0.173434678
+## Politics 0.088908686 -0.113875353
+## Private.School.Leadership 0.088414700 0.112573520
+## Psychological.Counseling 0.134899127 -0.023618312
+## Psychology 0.039397074 0.013434874
+## Reading 0.136847762 0.077771289
+## School.Psychology -0.049095312 0.107788475
+## Science.Education 0.056537778 -0.236639983
+## Sexuality..Women.and.Gender.in.Psychology 0.124265275 0.034535544
+## Social.Organizational.Psychology 0.086991738 0.103186038
+## Sociology -0.126847294 0.109627992
+## Spirituality.Mind.Body -0.195037042 -0.082221130
+## School.Principals -0.030343407 -0.211904693
+## Urban.Education -0.040080309 -0.064234980
+## Counseling.Psychology 0.173055020 -0.011140243
+## Communication.Media.and.Learning.Technologies -0.253456628 -0.098584097
+## PC37 PC38
+## Adult.Education 0.293492860 -0.111857109
+## Anthropology 0.030766694 -0.062009140
+## Social.Studies 0.216051161 0.132227412
+## Physiology 0.200220901 -0.028308094
+## Behavior.Analysis 0.177999946 0.248385784
+## Linguistics -0.025308432 -0.066967134
+## Art.Education 0.031653082 0.140478564
+## Teaching.English 0.044925439 -0.039500155
+## Arts.Administration -0.002328994 -0.250532898
+## Bilingual.Bicultural.Education -0.102737167 0.040623011
+## Clinical.Psychology 0.013349073 -0.012684653
+## Cognitive.Science 0.054997087 0.167732487
+## College.Advising 0.169631784 0.259845169
+## Communication.Sciences.and.Disorders 0.031408205 0.103844976
+## Cooperation.and.Conflict.Resolution -0.072902953 0.046335554
+## Creative.Technologies -0.109672255 -0.121684648
+## Curriculum.and.Teaching -0.028004168 -0.101180672
+## Dance.Education 0.051696912 -0.039952053
+## Deaf.and.Hard.of.Hearing -0.002916264 -0.038936684
+## Design.and.Development.of.Digital.Games 0.146160662 -0.052645660
+## Developmental.Psychology -0.173592598 -0.037579704
+## Diabetes.Education 0.113643789 0.045410029
+## Early.Childhood.Education 0.057281108 0.067577720
+## Early.Childhood.Special.Education -0.134145236 0.083983229
+## Economics.and.Education -0.198150504 0.046441000
+## Education.Technology -0.265404720 0.159870549
+## Education.Leadership 0.048163116 -0.060919244
+## Education.Policy 0.042205184 -0.066840521
+## Inclusive.Education 0.101662173 0.058137582
+## English.Education -0.079127917 -0.075898955
+## Change.Leadership -0.147934594 0.138338695
+## Nursing 0.139851030 -0.025359522
+## Gifted.Education 0.126975573 0.111535214
+## Health.Education -0.055232213 -0.009324987
+## Higher.and.Postsecondary.Education -0.012669863 0.005689430
+## History -0.036496338 0.162636320
+## Instructional.Technology.and.Media -0.117965583 0.034803640
+## Intellectual.Disability.Autism -0.178601919 0.192118650
+## International.and.Comparative.Education 0.143057682 -0.125343849
+## Kinesiology -0.040867176 -0.141458371
+## Learning.Analytics -0.025003972 0.112962755
+## Literacy -0.067699147 0.126837222
+## Mathematics 0.001977426 -0.148364716
+## Measurement..Evaluation.and.Statistics 0.238353436 0.047931787
+## Motor.Learning.and.Control -0.045189780 0.049576220
+## Movement.Science 0.044291296 -0.079866499
+## Music -0.170406132 0.142845046
+## Neuroscience -0.101045529 -0.033577323
+## Nutrition 0.003015102 0.029281156
+## Leadership 0.069248546 -0.095968432
+## Philosophy 0.086819280 -0.128634092
+## Physical.Education 0.010105160 -0.060698708
+## Politics 0.020688093 0.119874135
+## Private.School.Leadership 0.057243438 0.036625071
+## Psychological.Counseling 0.219368956 0.061241963
+## Psychology -0.087698352 -0.143621026
+## Reading 0.007962547 -0.035050957
+## School.Psychology -0.137253419 0.303257767
+## Science.Education 0.131047912 -0.078560842
+## Sexuality..Women.and.Gender.in.Psychology 0.037629614 -0.059783625
+## Social.Organizational.Psychology -0.074982423 -0.065915162
+## Sociology -0.282838278 -0.012143709
+## Spirituality.Mind.Body 0.008334944 -0.126353991
+## School.Principals -0.085639387 -0.402189184
+## Urban.Education 0.269160336 0.153363224
+## Counseling.Psychology -0.002108631 -0.133844525
+## Communication.Media.and.Learning.Technologies 0.010821259 0.022982075
+## PC39 PC40
+## Adult.Education -0.088054583 -0.090877384
+## Anthropology 0.060186087 0.090897809
+## Social.Studies -0.085778349 0.046792376
+## Physiology 0.151981380 -0.107961590
+## Behavior.Analysis 0.183503805 -0.024404212
+## Linguistics 0.158118671 -0.168101976
+## Art.Education -0.013723471 -0.293296226
+## Teaching.English 0.105372648 -0.025605536
+## Arts.Administration 0.087555072 -0.054199472
+## Bilingual.Bicultural.Education -0.077028853 -0.063757352
+## Clinical.Psychology -0.004877399 -0.104053581
+## Cognitive.Science 0.055287841 0.055288216
+## College.Advising -0.013442224 -0.118107885
+## Communication.Sciences.and.Disorders -0.060042219 0.311943293
+## Cooperation.and.Conflict.Resolution -0.060132064 -0.035964216
+## Creative.Technologies 0.170965002 -0.106940639
+## Curriculum.and.Teaching 0.231526431 -0.111144204
+## Dance.Education -0.080573578 0.105672571
+## Deaf.and.Hard.of.Hearing -0.065500671 -0.163109379
+## Design.and.Development.of.Digital.Games 0.117819402 0.269233800
+## Developmental.Psychology 0.119619054 0.136292522
+## Diabetes.Education 0.234270607 -0.029184908
+## Early.Childhood.Education 0.151530932 -0.199517063
+## Early.Childhood.Special.Education 0.015806597 0.022357853
+## Economics.and.Education 0.029832322 0.053347275
+## Education.Technology -0.001285066 -0.091522710
+## Education.Leadership -0.132724012 0.020442573
+## Education.Policy 0.388004813 0.023875497
+## Inclusive.Education -0.147981993 -0.003236721
+## English.Education -0.241300745 -0.007679109
+## Change.Leadership -0.183437041 -0.032626350
+## Nursing 0.013338813 -0.009472267
+## Gifted.Education -0.204454618 0.164590788
+## Health.Education -0.075617349 0.076649818
+## Higher.and.Postsecondary.Education 0.150342434 0.037256890
+## History -0.030778045 -0.016752736
+## Instructional.Technology.and.Media -0.007695293 0.120813829
+## Intellectual.Disability.Autism -0.102104772 -0.141311247
+## International.and.Comparative.Education 0.059144136 -0.009947363
+## Kinesiology -0.092247580 -0.123320716
+## Learning.Analytics -0.014156788 -0.201202386
+## Literacy -0.081955266 -0.104796517
+## Mathematics 0.020467617 0.069855426
+## Measurement..Evaluation.and.Statistics -0.119378582 -0.038731836
+## Motor.Learning.and.Control 0.088700025 -0.171104889
+## Movement.Science 0.161325524 0.228554735
+## Music 0.054556558 0.135012065
+## Neuroscience -0.117875934 -0.133325962
+## Nutrition -0.107528802 0.158905760
+## Leadership 0.022638338 0.042367056
+## Philosophy -0.285623092 0.058565548
+## Physical.Education -0.004734468 -0.170817377
+## Politics 0.152984170 -0.164589484
+## Private.School.Leadership -0.064571330 0.152784125
+## Psychological.Counseling 0.059322687 -0.034060071
+## Psychology -0.133252840 -0.097061423
+## Reading 0.099652781 0.203891247
+## School.Psychology 0.154776977 0.224603037
+## Science.Education 0.002556050 0.028071320
+## Sexuality..Women.and.Gender.in.Psychology -0.011446371 -0.009459377
+## Social.Organizational.Psychology 0.016644452 -0.002067366
+## Sociology 0.138025772 0.128810194
+## Spirituality.Mind.Body 0.092177378 -0.099601570
+## School.Principals -0.091452612 0.004086935
+## Urban.Education -0.037109864 0.054111971
+## Counseling.Psychology 0.034350342 0.102623067
+## Communication.Media.and.Learning.Technologies 0.001249080 0.004688989
+## PC41 PC42
+## Adult.Education 0.0391016655 0.0742289888
+## Anthropology -0.1005129586 -0.0205583444
+## Social.Studies -0.3502959499 0.0860155647
+## Physiology 0.1169910306 -0.1985058508
+## Behavior.Analysis 0.1117705507 0.2172080064
+## Linguistics 0.0059335670 0.0061314646
+## Art.Education -0.1963596565 -0.1645073726
+## Teaching.English -0.0692975326 0.0017801491
+## Arts.Administration -0.0679086022 -0.0329405373
+## Bilingual.Bicultural.Education 0.2112300831 0.1198786631
+## Clinical.Psychology -0.0940456266 -0.1470412335
+## Cognitive.Science 0.0449742245 -0.1083548309
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+## Cooperation.and.Conflict.Resolution 0.0007943049 -0.0330604085
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+## Curriculum.and.Teaching -0.0494350194 0.0700555594
+## Dance.Education 0.0283119719 0.2082640604
+## Deaf.and.Hard.of.Hearing -0.0462415164 0.0371007542
+## Design.and.Development.of.Digital.Games 0.0126016651 -0.2261495780
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+## Education.Technology -0.1872489459 -0.2437991196
+## Education.Leadership 0.0849767563 0.2353710169
+## Education.Policy -0.0862922944 0.0481270699
+## Inclusive.Education -0.1150913945 0.0006641357
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+## Nursing -0.1053417833 0.0923898384
+## Gifted.Education 0.1843581668 0.1593200493
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+## Higher.and.Postsecondary.Education -0.1967745645 -0.0640120858
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+## Intellectual.Disability.Autism 0.0729958993 0.0508716663
+## International.and.Comparative.Education -0.0545055397 0.0319768442
+## Kinesiology -0.1864888607 0.1338415850
+## Learning.Analytics 0.0979681958 0.0204049631
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+## Mathematics -0.1779282648 0.0560487461
+## Measurement..Evaluation.and.Statistics 0.0682800432 0.1503272150
+## Motor.Learning.and.Control 0.1295641897 0.0854429253
+## Movement.Science -0.0137701849 0.1054861642
+## Music -0.0012644636 0.0430254464
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+## Nutrition -0.1928201369 0.0798698261
+## Leadership -0.0642205024 0.0157546701
+## Philosophy 0.0600352366 -0.1161469463
+## Physical.Education 0.0066950048 0.0041622855
+## Politics 0.0476564553 -0.1392142358
+## Private.School.Leadership -0.0230186418 -0.2710738521
+## Psychological.Counseling 0.2385759487 0.0522510555
+## Psychology -0.1054425627 0.0229616411
+## Reading 0.1225335144 -0.0385100987
+## School.Psychology 0.0949746329 0.0562789989
+## Science.Education -0.0759571610 -0.0007199544
+## Sexuality..Women.and.Gender.in.Psychology 0.0423699816 -0.2088054766
+## Social.Organizational.Psychology -0.0977647011 -0.0283630202
+## Sociology 0.0651469578 0.2126759793
+## Spirituality.Mind.Body -0.0332074673 0.0682698329
+## School.Principals 0.2435873185 -0.0823092259
+## Urban.Education -0.1613401597 0.1020880407
+## Counseling.Psychology 0.0337540604 -0.0988080770
+## Communication.Media.and.Learning.Technologies 0.1608698202 -0.1107905128
+## PC43 PC44
+## Adult.Education 0.186907981 -0.006156102
+## Anthropology -0.032680753 0.040744563
+## Social.Studies 0.069177799 0.221309903
+## Physiology -0.025528960 -0.081386409
+## Behavior.Analysis 0.004191675 -0.249127024
+## Linguistics 0.093010465 -0.165185392
+## Art.Education 0.029813901 0.130766281
+## Teaching.English 0.048297989 0.086837969
+## Arts.Administration -0.060193467 -0.025130584
+## Bilingual.Bicultural.Education -0.303593266 0.131573445
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+## Cognitive.Science -0.103681710 -0.064250064
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+## Communication.Sciences.and.Disorders -0.201402553 0.273500814
+## Cooperation.and.Conflict.Resolution 0.183748443 -0.040846961
+## Creative.Technologies 0.019035877 0.080206690
+## Curriculum.and.Teaching 0.070722121 0.063734191
+## Dance.Education -0.098696966 -0.214808264
+## Deaf.and.Hard.of.Hearing -0.099306114 -0.098371015
+## Design.and.Development.of.Digital.Games -0.025997898 -0.055389989
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+## Early.Childhood.Education -0.125908236 -0.082980045
+## Early.Childhood.Special.Education 0.167845653 0.076692814
+## Economics.and.Education 0.124909704 -0.159310321
+## Education.Technology 0.178312857 -0.094563979
+## Education.Leadership 0.101922655 0.169886934
+## Education.Policy -0.125733457 0.100020069
+## Inclusive.Education 0.130741235 0.079309007
+## English.Education 0.054236665 -0.146098916
+## Change.Leadership 0.046039131 -0.047580979
+## Nursing 0.332011142 -0.090425244
+## Gifted.Education 0.120244691 -0.047562552
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+## Higher.and.Postsecondary.Education -0.089692731 -0.113267419
+## History -0.013728422 0.070954290
+## Instructional.Technology.and.Media -0.011023823 -0.085725606
+## Intellectual.Disability.Autism 0.036175465 0.172087640
+## International.and.Comparative.Education 0.215530236 0.084180800
+## Kinesiology -0.076337770 0.250580726
+## Learning.Analytics 0.183758642 0.060366680
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+## Mathematics 0.003556447 -0.008530446
+## Measurement..Evaluation.and.Statistics -0.118680116 0.081867145
+## Motor.Learning.and.Control -0.152720010 0.158732775
+## Movement.Science 0.164983602 0.116984139
+## Music 0.059459180 -0.022957822
+## Neuroscience -0.169721363 0.002407648
+## Nutrition 0.050911908 -0.022425665
+## Leadership -0.027529788 0.022587508
+## Philosophy -0.090836273 -0.099530014
+## Physical.Education 0.116917401 0.032695227
+## Politics 0.043090440 -0.021315776
+## Private.School.Leadership -0.223320643 -0.083649661
+## Psychological.Counseling 0.034704146 -0.261734880
+## Psychology -0.038713796 -0.125098956
+## Reading 0.254108018 0.016067260
+## School.Psychology 0.061840703 0.099694921
+## Science.Education -0.024256764 0.134914735
+## Sexuality..Women.and.Gender.in.Psychology 0.180722432 -0.009689950
+## Social.Organizational.Psychology -0.127917308 -0.258370900
+## Sociology -0.097181260 0.048162912
+## Spirituality.Mind.Body -0.085478529 -0.027204009
+## School.Principals -0.003217558 0.108049144
+## Urban.Education -0.104375723 0.068593098
+## Counseling.Psychology -0.019136097 0.189014318
+## Communication.Media.and.Learning.Technologies 0.087590723 0.082760132
+## PC45 PC46
+## Adult.Education -0.1375233377 0.006649389
+## Anthropology 0.0179267952 0.140226384
+## Social.Studies 0.0382126245 -0.020570217
+## Physiology -0.0531814498 0.002053699
+## Behavior.Analysis 0.3078486503 0.070598476
+## Linguistics 0.0419251080 0.037499579
+## Art.Education 0.1200528787 -0.245957357
+## Teaching.English -0.2276120262 -0.083460892
+## Arts.Administration 0.2674235569 -0.202025958
+## Bilingual.Bicultural.Education 0.0649546431 -0.192515858
+## Clinical.Psychology -0.0167396415 -0.057122997
+## Cognitive.Science 0.0999505008 0.165610446
+## College.Advising -0.0886549656 0.055239567
+## Communication.Sciences.and.Disorders 0.0005739029 -0.065745983
+## Cooperation.and.Conflict.Resolution 0.0931517965 0.150120634
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+## Curriculum.and.Teaching 0.0151531812 -0.003108921
+## Dance.Education -0.2237725169 0.009384882
+## Deaf.and.Hard.of.Hearing -0.1169018039 0.132710890
+## Design.and.Development.of.Digital.Games 0.0358290702 -0.153801297
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+## Early.Childhood.Education -0.1592279959 0.151539270
+## Early.Childhood.Special.Education 0.1138947491 0.035450669
+## Economics.and.Education 0.0782532974 -0.218686816
+## Education.Technology -0.1436547306 -0.016387532
+## Education.Leadership 0.1529339344 -0.056255818
+## Education.Policy 0.1207460410 -0.036694652
+## Inclusive.Education -0.1378188574 0.208081464
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+## Nursing -0.0398664181 -0.026865797
+## Gifted.Education 0.0167792846 0.118656965
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+## Higher.and.Postsecondary.Education 0.0259679338 0.112053342
+## History -0.2502004048 0.014345500
+## Instructional.Technology.and.Media 0.0540149576 -0.034620539
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+## International.and.Comparative.Education 0.0537033266 -0.096201715
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+## Measurement..Evaluation.and.Statistics 0.0609093408 0.061553758
+## Motor.Learning.and.Control -0.1210029210 -0.084592286
+## Movement.Science -0.0007374364 0.176564790
+## Music 0.1234738621 0.140474227
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+## Leadership -0.2408260586 -0.140925694
+## Philosophy -0.0527749181 0.040472722
+## Physical.Education 0.2052237503 -0.055010198
+## Politics -0.0638062517 0.140512341
+## Private.School.Leadership 0.0859524896 0.146485550
+## Psychological.Counseling 0.0732783955 -0.323387579
+## Psychology 0.0419367397 -0.038813166
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+## School.Psychology -0.1720254647 -0.074558918
+## Science.Education -0.0252364455 -0.090236747
+## Sexuality..Women.and.Gender.in.Psychology -0.0469315534 0.178635263
+## Social.Organizational.Psychology -0.0206491773 0.117129879
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+## Spirituality.Mind.Body -0.1408092323 0.001258967
+## School.Principals 0.0584016057 0.189581228
+## Urban.Education 0.0206381753 -0.081032190
+## Counseling.Psychology -0.0824381918 -0.143968477
+## Communication.Media.and.Learning.Technologies -0.1399706252 -0.062657344
+## PC47 PC48
+## Adult.Education 0.081615972 0.014969729
+## Anthropology -0.042874136 0.106160552
+## Social.Studies -0.178681211 -0.033196539
+## Physiology -0.003010993 -0.106564547
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+## Linguistics 0.104825143 0.043024944
+## Art.Education -0.044345697 0.055798502
+## Teaching.English -0.097731828 0.054205357
+## Arts.Administration -0.012880085 -0.108046667
+## Bilingual.Bicultural.Education -0.110943262 0.106166895
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+## Cognitive.Science 0.140890499 0.085257720
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+## Communication.Sciences.and.Disorders -0.038723039 -0.126763175
+## Cooperation.and.Conflict.Resolution -0.112350365 0.175022125
+## Creative.Technologies -0.114471894 0.158277008
+## Curriculum.and.Teaching 0.049139681 -0.028674353
+## Dance.Education 0.084509153 -0.137432084
+## Deaf.and.Hard.of.Hearing -0.150558360 -0.180287728
+## Design.and.Development.of.Digital.Games -0.074340911 0.064442454
+## Developmental.Psychology -0.065305525 0.134772979
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+## English.Education 0.137337888 0.228841879
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+## Nursing 0.259505613 0.014309679
+## Gifted.Education -0.075936786 0.153959964
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+## Higher.and.Postsecondary.Education 0.083027086 0.111270832
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+## Intellectual.Disability.Autism 0.198350175 0.029032885
+## International.and.Comparative.Education -0.093068135 -0.031079290
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+## Measurement..Evaluation.and.Statistics 0.060273975 -0.097114517
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+## Music 0.072856486 0.030515450
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+## Physical.Education 0.016978168 -0.054952180
+## Politics -0.098679298 -0.084396441
+## Private.School.Leadership 0.040128242 -0.137201732
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+## Sexuality..Women.and.Gender.in.Psychology -0.071699170 0.097338908
+## Social.Organizational.Psychology -0.011526339 0.109226154
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+## School.Principals 0.011403892 0.182787689
+## Urban.Education 0.006116297 0.293954208
+## Counseling.Psychology 0.036438672 -0.031679680
+## Communication.Media.and.Learning.Technologies 0.014204338 -0.233124996
+## PC49 PC50
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+## Anthropology 0.000228099 0.093904586
+## Social.Studies -0.217893054 -0.150700711
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+## Behavior.Analysis -0.119441623 -0.050875617
+## Linguistics -0.038917850 0.045797496
+## Art.Education 0.131767242 0.066678693
+## Teaching.English -0.201261255 -0.246879542
+## Arts.Administration -0.317824427 0.133640741
+## Bilingual.Bicultural.Education 0.170281485 0.048454658
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+## College.Advising 0.119756784 0.093463926
+## Communication.Sciences.and.Disorders 0.135443866 0.078421043
+## Cooperation.and.Conflict.Resolution -0.120378909 0.167695552
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+## Curriculum.and.Teaching 0.087709744 0.229286795
+## Dance.Education 0.002939880 -0.203168159
+## Deaf.and.Hard.of.Hearing 0.026152278 0.255957102
+## Design.and.Development.of.Digital.Games 0.145455997 -0.109810989
+## Developmental.Psychology -0.087419687 0.245657764
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+## Early.Childhood.Education -0.014474265 -0.083221386
+## Early.Childhood.Special.Education -0.154883720 -0.170490013
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+## Inclusive.Education -0.043378781 0.006047478
+## English.Education 0.046480293 0.087885751
+## Change.Leadership -0.114661657 0.193926595
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+## Gifted.Education 0.126669280 0.248920642
+## Health.Education -0.028656959 -0.087396197
+## Higher.and.Postsecondary.Education 0.146869006 0.071383543
+## History -0.114058449 -0.004657477
+## Instructional.Technology.and.Media -0.207968247 0.275636175
+## Intellectual.Disability.Autism 0.006484290 -0.121653049
+## International.and.Comparative.Education 0.110124566 -0.159131944
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+## Measurement..Evaluation.and.Statistics -0.116132509 0.114808275
+## Motor.Learning.and.Control -0.157127700 -0.027492918
+## Movement.Science 0.031251310 0.078211233
+## Music 0.098524292 -0.198719906
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+## Nutrition 0.169397592 -0.018835051
+## Leadership 0.061246041 -0.072036248
+## Philosophy -0.009318152 -0.027629472
+## Physical.Education 0.276211250 -0.010285446
+## Politics 0.010086028 -0.048943905
+## Private.School.Leadership 0.019693216 -0.164070598
+## Psychological.Counseling -0.045115236 -0.102608833
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+## Reading 0.021786957 -0.029589229
+## School.Psychology 0.003977804 -0.020508696
+## Science.Education 0.047278878 0.093229165
+## Sexuality..Women.and.Gender.in.Psychology 0.036184345 0.129022359
+## Social.Organizational.Psychology 0.204055887 -0.127394481
+## Sociology 0.150533904 -0.035698479
+## Spirituality.Mind.Body 0.047472099 -0.039149702
+## School.Principals -0.119095186 -0.161087967
+## Urban.Education -0.004677245 -0.045790825
+## Counseling.Psychology -0.127835333 0.038518881
+## Communication.Media.and.Learning.Technologies 0.179786130 0.088486466
+## PC51 PC52
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+## Anthropology 0.0637241210 -0.0411496997
+## Social.Studies -0.0539116916 -0.0434682008
+## Physiology 0.2490316582 0.0628662087
+## Behavior.Analysis -0.0195167405 -0.0281830632
+## Linguistics 0.0008682483 -0.0220584932
+## Art.Education 0.0029295569 -0.0444792712
+## Teaching.English -0.0402135513 -0.0809939282
+## Arts.Administration 0.0115557811 0.0209114484
+## Bilingual.Bicultural.Education 0.2297127755 0.1816245276
+## Clinical.Psychology 0.1990107204 -0.1275186110
+## Cognitive.Science -0.0793432665 0.1547588487
+## College.Advising 0.0907684792 -0.1621573564
+## Communication.Sciences.and.Disorders -0.2519015669 0.0933036376
+## Cooperation.and.Conflict.Resolution -0.0232717707 0.0519140678
+## Creative.Technologies -0.0440410345 -0.1636754827
+## Curriculum.and.Teaching -0.1221415820 0.0796048057
+## Dance.Education -0.1905159000 0.2008485795
+## Deaf.and.Hard.of.Hearing 0.1098549132 -0.1464853273
+## Design.and.Development.of.Digital.Games 0.1879413406 -0.0422462827
+## Developmental.Psychology -0.1552012220 0.0576860964
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+## Early.Childhood.Education -0.0888691140 -0.0228185940
+## Early.Childhood.Special.Education 0.1121713664 0.1962471660
+## Economics.and.Education 0.1227928704 0.0947876694
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+## Education.Leadership -0.0399609840 -0.0473567751
+## Education.Policy -0.0521449433 -0.0002306405
+## Inclusive.Education 0.2573241127 0.1883867311
+## English.Education -0.0044511099 0.1516503585
+## Change.Leadership -0.0826003701 -0.0410792094
+## Nursing 0.1296689374 0.1161546626
+## Gifted.Education 0.0793705627 -0.0852011523
+## Health.Education -0.0944833873 -0.1050837807
+## Higher.and.Postsecondary.Education 0.0503560757 -0.0429418072
+## History 0.3066014587 0.1266790120
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+## Intellectual.Disability.Autism -0.0201108922 -0.0235978541
+## International.and.Comparative.Education 0.0502098439 0.0492475465
+## Kinesiology -0.0408585987 -0.0994852152
+## Learning.Analytics -0.0807429794 0.1246978894
+## Literacy 0.1065409402 -0.0589062786
+## Mathematics 0.1856528362 0.1777733479
+## Measurement..Evaluation.and.Statistics 0.0532774507 -0.0679034615
+## Motor.Learning.and.Control 0.1008386095 0.1711733298
+## Movement.Science 0.1315815405 0.1031982102
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+## Neuroscience -0.2085598604 0.0040468748
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+## Leadership 0.1149697135 -0.2368903051
+## Philosophy 0.2112091059 -0.1377109319
+## Physical.Education -0.1006999827 -0.1303763617
+## Politics -0.1409791806 0.2806659574
+## Private.School.Leadership -0.0964049844 -0.0753205073
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+## School.Psychology 0.0149876424 -0.1242566972
+## Science.Education 0.1064229873 0.1858910907
+## Sexuality..Women.and.Gender.in.Psychology -0.1885833677 0.1721853540
+## Social.Organizational.Psychology 0.0750792767 0.1886060501
+## Sociology 0.0930954361 0.0212935060
+## Spirituality.Mind.Body 0.0299706161 -0.1879502819
+## School.Principals 0.0062236912 -0.0447700902
+## Urban.Education -0.1497464089 0.0386468836
+## Counseling.Psychology -0.0521639224 0.0352464557
+## Communication.Media.and.Learning.Technologies -0.0202600866 -0.0236802773
+## PC53 PC54
+## Adult.Education -0.013958420 -0.1044356604
+## Anthropology 0.181074427 -0.0976852187
+## Social.Studies 0.137104575 -0.0007875823
+## Physiology 0.023104893 -0.1174402747
+## Behavior.Analysis 0.145211045 0.0945741531
+## Linguistics -0.037521316 -0.1083368105
+## Art.Education -0.041605379 0.0378282658
+## Teaching.English -0.095544537 0.0804335474
+## Arts.Administration -0.028349551 0.0759796147
+## Bilingual.Bicultural.Education -0.054348974 -0.0392860915
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+## Cognitive.Science -0.064768028 -0.1849239394
+## College.Advising -0.037921000 0.0182440498
+## Communication.Sciences.and.Disorders -0.124574632 -0.1039615338
+## Cooperation.and.Conflict.Resolution -0.025133325 0.1863800086
+## Creative.Technologies -0.104208272 -0.0159642164
+## Curriculum.and.Teaching 0.185701045 -0.1175343348
+## Dance.Education -0.120039968 0.2881429554
+## Deaf.and.Hard.of.Hearing 0.163974769 -0.2789942863
+## Design.and.Development.of.Digital.Games 0.291676844 0.0659853254
+## Developmental.Psychology 0.098071549 0.0838832452
+## Diabetes.Education 0.023630544 0.1664425570
+## Early.Childhood.Education 0.049179541 0.0501250031
+## Early.Childhood.Special.Education 0.172687702 -0.1155196177
+## Economics.and.Education -0.036338339 -0.1127545453
+## Education.Technology -0.050815456 -0.0158924893
+## Education.Leadership 0.155227479 -0.1239041080
+## Education.Policy 0.067812675 0.0209749527
+## Inclusive.Education 0.127337851 0.1234434037
+## English.Education 0.087715228 -0.0455645216
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+## Nursing -0.112497219 0.0030626027
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+## Health.Education 0.208370847 -0.2444019414
+## Higher.and.Postsecondary.Education -0.080176613 0.0321291335
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+## Intellectual.Disability.Autism -0.114929077 -0.0384922733
+## International.and.Comparative.Education 0.077385961 0.1769612030
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+## Learning.Analytics 0.370533738 -0.0416997386
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+## Measurement..Evaluation.and.Statistics -0.145338788 -0.0212173214
+## Motor.Learning.and.Control 0.075033544 0.1228700451
+## Movement.Science -0.016671887 0.0902223177
+## Music -0.026912653 -0.2364510310
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+## Nutrition -0.094304566 0.1656379308
+## Leadership -0.105700634 -0.1309021420
+## Philosophy 0.218575779 0.1003385352
+## Physical.Education -0.072587331 0.0036232748
+## Politics -0.065244577 -0.0982110159
+## Private.School.Leadership 0.054793020 -0.0233431345
+## Psychological.Counseling -0.211796225 -0.0579896852
+## Psychology -0.053453676 0.0501314533
+## Reading -0.111303968 0.1066667542
+## School.Psychology 0.133028517 0.0662732082
+## Science.Education -0.034402523 0.0878523787
+## Sexuality..Women.and.Gender.in.Psychology -0.124841893 -0.1887081785
+## Social.Organizational.Psychology -0.059535651 0.0991172268
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+## Spirituality.Mind.Body 0.141849233 0.1731799005
+## School.Principals 0.029846397 -0.1312062462
+## Urban.Education 0.042164537 -0.2079742108
+## Counseling.Psychology -0.152517615 -0.0057150762
+## Communication.Media.and.Learning.Technologies -0.072077531 -0.0245452417
+## PC55 PC56
+## Adult.Education 0.081260373 0.0537940780
+## Anthropology 0.206703609 -0.1110045663
+## Social.Studies 0.043702699 0.1167556989
+## Physiology 0.033625471 0.2380184813
+## Behavior.Analysis 0.018082855 -0.0326026851
+## Linguistics 0.243464731 0.0990464653
+## Art.Education 0.070571929 -0.0905568251
+## Teaching.English -0.176015499 -0.0408488643
+## Arts.Administration -0.012234205 0.1348350627
+## Bilingual.Bicultural.Education 0.120209741 0.1397901505
+## Clinical.Psychology 0.048292321 0.0915556600
+## Cognitive.Science 0.117671608 -0.0206520532
+## College.Advising 0.020504606 0.1504645746
+## Communication.Sciences.and.Disorders 0.078224670 -0.1090256309
+## Cooperation.and.Conflict.Resolution -0.055115619 -0.1558723019
+## Creative.Technologies 0.106317959 -0.0020009115
+## Curriculum.and.Teaching 0.130228156 -0.2302848548
+## Dance.Education 0.200621082 0.0380873512
+## Deaf.and.Hard.of.Hearing -0.085940036 -0.0584546554
+## Design.and.Development.of.Digital.Games -0.311705347 -0.1165810115
+## Developmental.Psychology -0.154339741 0.1538093373
+## Diabetes.Education 0.232545411 0.0012052889
+## Early.Childhood.Education -0.045599137 0.0468180147
+## Early.Childhood.Special.Education -0.020980145 -0.2809418615
+## Economics.and.Education 0.044089455 -0.0339845955
+## Education.Technology 0.150778708 -0.0367889540
+## Education.Leadership 0.188342936 0.1525130365
+## Education.Policy -0.023383836 0.0043728465
+## Inclusive.Education 0.090029349 0.0434784123
+## English.Education -0.026010925 0.2380537383
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+## Nursing -0.093395620 0.1764892450
+## Gifted.Education -0.040263277 -0.1200277356
+## Health.Education 0.042583276 0.0373895155
+## Higher.and.Postsecondary.Education -0.231364194 -0.0105215566
+## History -0.087593700 -0.2253609879
+## Instructional.Technology.and.Media -0.100792821 0.0905731391
+## Intellectual.Disability.Autism -0.144533015 -0.0659144198
+## International.and.Comparative.Education -0.130188282 -0.0475191981
+## Kinesiology -0.006645564 0.0004834011
+## Learning.Analytics 0.012415818 -0.0419151339
+## Literacy -0.095449542 0.1462744538
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+## Measurement..Evaluation.and.Statistics -0.094864696 -0.2577450588
+## Motor.Learning.and.Control -0.017047603 -0.0231830192
+## Movement.Science 0.017498455 0.0388907839
+## Music -0.067848714 0.2450259831
+## Neuroscience 0.016079534 -0.0723244961
+## Nutrition -0.002958921 -0.1117881014
+## Leadership 0.215682566 -0.2204985381
+## Philosophy 0.070144538 -0.0534111203
+## Physical.Education -0.037317940 0.0019888879
+## Politics -0.169905437 0.0176965247
+## Private.School.Leadership 0.116650903 0.0817974851
+## Psychological.Counseling -0.013361308 -0.1816976191
+## Psychology -0.099915653 0.0767534402
+## Reading 0.184258383 -0.1072284092
+## School.Psychology 0.052924975 0.2580258991
+## Science.Education 0.231035898 0.1353182876
+## Sexuality..Women.and.Gender.in.Psychology 0.011131012 0.0734885644
+## Social.Organizational.Psychology 0.073292600 -0.1058962849
+## Sociology 0.029703083 -0.1096561763
+## Spirituality.Mind.Body -0.110620141 -0.0534833141
+## School.Principals -0.165351642 0.0196742571
+## Urban.Education -0.212599897 0.0544424068
+## Counseling.Psychology -0.138163050 0.0296338373
+## Communication.Media.and.Learning.Technologies -0.137662403 0.1039494490
+## PC57 PC58
+## Adult.Education 0.219473735 -0.060425702
+## Anthropology -0.105544222 -0.093498990
+## Social.Studies -0.114394486 0.261185427
+## Physiology 0.019111655 0.193290625
+## Behavior.Analysis 0.119980706 0.050018544
+## Linguistics -0.162515020 -0.033563430
+## Art.Education 0.020182986 0.088103752
+## Teaching.English 0.178047966 -0.048349379
+## Arts.Administration 0.122409041 -0.017104236
+## Bilingual.Bicultural.Education -0.061777183 -0.110954216
+## Clinical.Psychology -0.159185457 -0.272486457
+## Cognitive.Science 0.197645120 -0.043255647
+## College.Advising -0.009466408 0.020093904
+## Communication.Sciences.and.Disorders -0.129917659 0.241105372
+## Cooperation.and.Conflict.Resolution -0.010130675 -0.040766984
+## Creative.Technologies -0.016869196 0.042094838
+## Curriculum.and.Teaching 0.032984061 0.127139305
+## Dance.Education -0.040209386 0.065723974
+## Deaf.and.Hard.of.Hearing 0.153433300 0.022645894
+## Design.and.Development.of.Digital.Games -0.003476903 -0.042944162
+## Developmental.Psychology -0.139710048 0.041007798
+## Diabetes.Education -0.096666746 0.054803170
+## Early.Childhood.Education -0.181361989 0.064332117
+## Early.Childhood.Special.Education 0.005742516 0.023579526
+## Economics.and.Education -0.063087190 -0.247601880
+## Education.Technology -0.092154843 -0.069829369
+## Education.Leadership -0.103651606 -0.021155930
+## Education.Policy -0.021540895 -0.118265815
+## Inclusive.Education 0.123537085 -0.096951929
+## English.Education -0.049340019 0.014383543
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+## Nursing -0.057228613 0.130027186
+## Gifted.Education -0.008863489 0.019316067
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+## Higher.and.Postsecondary.Education -0.038290853 0.229683930
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+## Instructional.Technology.and.Media 0.057703725 0.076896277
+## Intellectual.Disability.Autism 0.059588133 -0.032972382
+## International.and.Comparative.Education -0.109498400 -0.077023857
+## Kinesiology -0.014168960 -0.139261695
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+## Literacy -0.035396905 0.213326918
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+## Measurement..Evaluation.and.Statistics -0.308312442 -0.119008870
+## Motor.Learning.and.Control -0.092365714 0.077988816
+## Movement.Science -0.067182079 -0.031851039
+## Music -0.059217660 -0.031085558
+## Neuroscience 0.089052860 -0.219368163
+## Nutrition 0.055624960 -0.120767286
+## Leadership 0.093503228 0.246833624
+## Philosophy -0.018587744 0.013572350
+## Physical.Education 0.123742926 -0.009214276
+## Politics 0.118381240 -0.068583723
+## Private.School.Leadership 0.063980680 -0.099491302
+## Psychological.Counseling -0.147731544 0.039294468
+## Psychology 0.145897846 0.290035421
+## Reading 0.131787811 -0.039200125
+## School.Psychology -0.009670763 -0.068329379
+## Science.Education 0.407067094 -0.015695540
+## Sexuality..Women.and.Gender.in.Psychology -0.168385798 -0.113345688
+## Social.Organizational.Psychology -0.093469991 0.115104948
+## Sociology 0.230140581 0.183703645
+## Spirituality.Mind.Body -0.023281714 -0.190147392
+## School.Principals -0.099351516 0.163131392
+## Urban.Education 0.007928126 -0.080926124
+## Counseling.Psychology -0.004722897 -0.007306389
+## Communication.Media.and.Learning.Technologies 0.142171757 -0.025771494
+## PC59 PC60
+## Adult.Education -0.0933145587 -0.036124240
+## Anthropology 0.0186416681 0.037606017
+## Social.Studies 0.2141725758 -0.084639316
+## Physiology -0.1328753039 -0.041023142
+## Behavior.Analysis -0.0082711368 0.095800371
+## Linguistics -0.2035127166 0.012575501
+## Art.Education -0.0357373333 -0.011234853
+## Teaching.English 0.0680063256 0.199880062
+## Arts.Administration 0.0049811898 -0.035126650
+## Bilingual.Bicultural.Education 0.0355796818 -0.008437521
+## Clinical.Psychology 0.1782273978 0.055942289
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+## Communication.Sciences.and.Disorders -0.0562606211 0.089477523
+## Cooperation.and.Conflict.Resolution -0.0831309033 0.060920415
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+## Curriculum.and.Teaching 0.1393674486 -0.116986988
+## Dance.Education -0.0581562824 -0.036349663
+## Deaf.and.Hard.of.Hearing 0.1673013485 0.023499944
+## Design.and.Development.of.Digital.Games -0.0342228709 -0.102257139
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+## Early.Childhood.Education 0.1021687653 0.088631074
+## Early.Childhood.Special.Education -0.2362543066 -0.130003626
+## Economics.and.Education 0.2275372592 -0.179059123
+## Education.Technology -0.0712467129 0.039186941
+## Education.Leadership -0.0002983018 0.122761185
+## Education.Policy -0.0996591773 0.030673438
+## Inclusive.Education 0.0216095160 0.170668541
+## English.Education -0.0120540996 0.034622359
+## Change.Leadership -0.1627456415 0.226288868
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+## Gifted.Education -0.0511664470 -0.097790901
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+## Higher.and.Postsecondary.Education -0.0139183412 0.160758384
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+## Intellectual.Disability.Autism 0.0747354739 -0.205455914
+## International.and.Comparative.Education -0.0700631250 0.048048637
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+## Learning.Analytics 0.0039180319 0.123278440
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+## Mathematics -0.0811606173 0.143404481
+## Measurement..Evaluation.and.Statistics -0.0185617190 -0.235198320
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+## Movement.Science 0.0011671601 -0.052820259
+## Music -0.0661007284 0.189433926
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+## Nutrition 0.1328408599 0.190068126
+## Leadership 0.2252196710 -0.015561002
+## Philosophy 0.0879546829 -0.019647935
+## Physical.Education 0.1358437443 0.194494553
+## Politics -0.0156980252 -0.207336855
+## Private.School.Leadership 0.0845399096 -0.072479127
+## Psychological.Counseling 0.0231548480 0.117292941
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+## Reading -0.0761300652 -0.189294223
+## School.Psychology 0.0220887493 -0.071773907
+## Science.Education -0.1063947595 -0.019848835
+## Sexuality..Women.and.Gender.in.Psychology 0.1173433523 -0.036496731
+## Social.Organizational.Psychology -0.0226151140 -0.265919623
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+## Spirituality.Mind.Body -0.0338367261 0.098340732
+## School.Principals 0.0476363541 0.114909569
+## Urban.Education -0.0935758146 -0.032733201
+## Counseling.Psychology -0.2618620754 0.105810263
+## Communication.Media.and.Learning.Technologies 0.1736905717 -0.145021263
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+## Adult.Education 0.028452350 0.135905505
+## Anthropology -0.100506814 -0.155598376
+## Social.Studies 0.049907007 0.059465379
+## Physiology 0.019710212 0.026997870
+## Behavior.Analysis 0.036068450 -0.019504693
+## Linguistics 0.069503847 -0.334631383
+## Art.Education -0.063590100 -0.104062712
+## Teaching.English 0.029930270 0.029087875
+## Arts.Administration -0.107267802 0.106120127
+## Bilingual.Bicultural.Education 0.153035945 0.065101086
+## Clinical.Psychology 0.067791829 0.130586097
+## Cognitive.Science 0.053227160 0.181214318
+## College.Advising 0.077163382 -0.105255496
+## Communication.Sciences.and.Disorders -0.077748273 -0.031642750
+## Cooperation.and.Conflict.Resolution -0.226105092 -0.082122547
+## Creative.Technologies -0.059763612 0.071283090
+## Curriculum.and.Teaching -0.009468041 0.069259506
+## Dance.Education -0.134751647 0.072173800
+## Deaf.and.Hard.of.Hearing 0.010644519 0.128949998
+## Design.and.Development.of.Digital.Games 0.189326383 -0.144049715
+## Developmental.Psychology 0.100217644 -0.015559894
+## Diabetes.Education -0.090584754 -0.005631116
+## Early.Childhood.Education 0.009934841 -0.185279074
+## Early.Childhood.Special.Education 0.107618599 -0.056994523
+## Economics.and.Education -0.158325825 -0.130413355
+## Education.Technology 0.068114281 0.240375987
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+## Education.Policy -0.162678452 0.106918123
+## Inclusive.Education -0.006069842 0.004473603
+## English.Education -0.071929062 0.151075366
+## Change.Leadership 0.151780179 0.072042506
+## Nursing -0.022243786 -0.090796226
+## Gifted.Education -0.147565328 -0.003010961
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+## Higher.and.Postsecondary.Education -0.062823951 0.256525327
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+## Instructional.Technology.and.Media 0.030723772 -0.040516866
+## Intellectual.Disability.Autism -0.128908615 0.080776980
+## International.and.Comparative.Education -0.155096776 0.105445243
+## Kinesiology 0.005283183 0.021372388
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+## Literacy -0.103023843 0.183392060
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+## Measurement..Evaluation.and.Statistics 0.046903786 -0.070855144
+## Motor.Learning.and.Control -0.073236699 -0.052335172
+## Movement.Science 0.099731613 0.240804088
+## Music -0.039185672 -0.050218867
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+## Nutrition 0.133551192 -0.255645175
+## Leadership 0.080162291 -0.043297777
+## Philosophy -0.007030011 0.055242107
+## Physical.Education 0.086813747 -0.122023697
+## Politics 0.244578486 -0.011281874
+## Private.School.Leadership -0.383188319 -0.142170571
+## Psychological.Counseling -0.026451205 0.158313240
+## Psychology -0.055277264 -0.251004490
+## Reading 0.174553338 0.073511691
+## School.Psychology 0.025846003 -0.086237425
+## Science.Education -0.093205287 -0.079508992
+## Sexuality..Women.and.Gender.in.Psychology -0.127301728 -0.025387007
+## Social.Organizational.Psychology 0.221620026 0.065274769
+## Sociology -0.014221971 -0.004441807
+## Spirituality.Mind.Body -0.134570002 -0.016449290
+## School.Principals 0.041598084 -0.101140391
+## Urban.Education 0.039772094 0.098451971
+## Counseling.Psychology 0.017106786 -0.086189683
+## Communication.Media.and.Learning.Technologies 0.035969198 -0.147005280
+## PC63 PC64
+## Adult.Education 0.007111628 0.209687310
+## Anthropology 0.118065604 -0.054417918
+## Social.Studies 0.127181343 0.089205814
+## Physiology -0.008200779 -0.037855634
+## Behavior.Analysis -0.068060743 0.113750247
+## Linguistics 0.196671322 -0.106280529
+## Art.Education -0.156645866 -0.010198004
+## Teaching.English 0.107091601 -0.007260982
+## Arts.Administration 0.136217760 -0.098474707
+## Bilingual.Bicultural.Education -0.130646553 -0.041073319
+## Clinical.Psychology 0.063093359 0.062894450
+## Cognitive.Science -0.049128042 -0.236189211
+## College.Advising 0.026171537 -0.097886731
+## Communication.Sciences.and.Disorders -0.028284911 -0.124712222
+## Cooperation.and.Conflict.Resolution -0.223264002 -0.175165263
+## Creative.Technologies -0.173106282 0.192675481
+## Curriculum.and.Teaching 0.055991631 0.097687879
+## Dance.Education -0.020836257 -0.055395615
+## Deaf.and.Hard.of.Hearing -0.145867145 -0.022819748
+## Design.and.Development.of.Digital.Games 0.088564529 0.187138057
+## Developmental.Psychology -0.030506817 -0.056630369
+## Diabetes.Education 0.016099160 0.008919906
+## Early.Childhood.Education -0.003096024 0.050457073
+## Early.Childhood.Special.Education -0.169068782 -0.026680637
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+## Education.Technology 0.007943322 -0.094236892
+## Education.Leadership -0.166780746 -0.097580286
+## Education.Policy 0.016011288 0.039818377
+## Inclusive.Education 0.025921598 0.013794231
+## English.Education 0.092374905 0.044661350
+## Change.Leadership 0.232682662 0.166820017
+## Nursing -0.092254019 0.061714384
+## Gifted.Education 0.255410818 -0.028741507
+## Health.Education -0.112831740 0.022848249
+## Higher.and.Postsecondary.Education 0.050082180 0.052848949
+## History 0.142257818 0.173366237
+## Instructional.Technology.and.Media -0.250921263 0.001702950
+## Intellectual.Disability.Autism 0.108596525 0.028656253
+## International.and.Comparative.Education -0.130818445 -0.218238029
+## Kinesiology 0.342285190 -0.171707814
+## Learning.Analytics 0.035101251 -0.224014088
+## Literacy -0.174783041 0.074923313
+## Mathematics -0.048281016 0.293191224
+## Measurement..Evaluation.and.Statistics -0.073475697 0.048011834
+## Motor.Learning.and.Control -0.026573073 0.131974814
+## Movement.Science 0.281386039 -0.182690901
+## Music -0.071982939 -0.125838900
+## Neuroscience -0.003441131 0.220706055
+## Nutrition -0.103242065 0.012895637
+## Leadership -0.040497845 -0.099837729
+## Philosophy -0.084081207 -0.061581654
+## Physical.Education 0.085727338 0.069597019
+## Politics 0.030675753 -0.041356356
+## Private.School.Leadership -0.005931830 0.121698368
+## Psychological.Counseling 0.042230000 -0.042152353
+## Psychology 0.144318944 0.050055075
+## Reading -0.126799934 0.055606576
+## School.Psychology 0.030372428 0.190906965
+## Science.Education -0.080566491 0.001652494
+## Sexuality..Women.and.Gender.in.Psychology -0.096016603 0.240337581
+## Social.Organizational.Psychology -0.071185417 -0.150232309
+## Sociology 0.071046778 -0.025421329
+## Spirituality.Mind.Body -0.153380245 -0.177626171
+## School.Principals -0.010112690 0.007721309
+## Urban.Education -0.025195746 -0.112477387
+## Counseling.Psychology -0.204808089 0.052172851
+## Communication.Media.and.Learning.Technologies 0.028220893 -0.260188010
+## PC65 PC66
+## Adult.Education -0.102809780 -0.024098970
+## Anthropology 0.012878221 0.236483426
+## Social.Studies -0.001955996 -0.080190880
+## Physiology -0.225147371 0.172989920
+## Behavior.Analysis -0.066030775 -0.114329611
+## Linguistics 0.203434996 -0.100121230
+## Art.Education -0.034465641 -0.072483191
+## Teaching.English 0.065759458 -0.090328786
+## Arts.Administration 0.164136932 -0.080572302
+## Bilingual.Bicultural.Education 0.127920366 0.244683143
+## Clinical.Psychology -0.231545610 -0.024427492
+## Cognitive.Science -0.201211261 -0.003657776
+## College.Advising 0.061669216 -0.151623467
+## Communication.Sciences.and.Disorders 0.060105686 -0.018544007
+## Cooperation.and.Conflict.Resolution 0.023221521 0.017303250
+## Creative.Technologies -0.202250080 0.090735831
+## Curriculum.and.Teaching -0.307651901 0.041573828
+## Dance.Education -0.009520959 0.017244443
+## Deaf.and.Hard.of.Hearing 0.213675122 0.162418744
+## Design.and.Development.of.Digital.Games -0.057235772 -0.015775580
+## Developmental.Psychology -0.166429622 0.080147035
+## Diabetes.Education 0.062627837 -0.096133322
+## Early.Childhood.Education -0.012534321 0.059821452
+## Early.Childhood.Special.Education -0.062822682 -0.008015734
+## Economics.and.Education -0.157579671 0.049741882
+## Education.Technology 0.100166240 0.140482473
+## Education.Leadership -0.106764786 -0.041610311
+## Education.Policy -0.026231132 -0.028872340
+## Inclusive.Education 0.160338338 -0.040433868
+## English.Education -0.100360559 -0.264825521
+## Change.Leadership -0.230412031 0.123526904
+## Nursing -0.065269539 0.120120022
+## Gifted.Education -0.074551230 -0.123580746
+## Health.Education 0.094472857 -0.160259394
+## Higher.and.Postsecondary.Education 0.045927936 0.078807511
+## History -0.076812578 -0.016042980
+## Instructional.Technology.and.Media 0.081324378 -0.140403776
+## Intellectual.Disability.Autism -0.079241353 0.033524096
+## International.and.Comparative.Education 0.123595236 0.252137676
+## Kinesiology -0.137761416 0.010446006
+## Learning.Analytics 0.032459012 -0.027296225
+## Literacy 0.024200109 -0.122531507
+## Mathematics 0.064302884 -0.193174461
+## Measurement..Evaluation.and.Statistics 0.030954988 -0.016766043
+## Motor.Learning.and.Control 0.091944922 0.037096467
+## Movement.Science 0.146905019 -0.023842727
+## Music -0.136382737 0.011184869
+## Neuroscience 0.192076768 -0.036139795
+## Nutrition -0.023142641 0.017720025
+## Leadership 0.095709831 -0.198024786
+## Philosophy -0.074380900 0.063203123
+## Physical.Education 0.064907213 0.018397343
+## Politics 0.112409028 -0.159099057
+## Private.School.Leadership -0.028229312 0.015511595
+## Psychological.Counseling 0.133604990 0.042790709
+## Psychology 0.090446230 0.310094014
+## Reading 0.079515075 0.187217098
+## School.Psychology 0.145964235 0.037974169
+## Science.Education -0.089952669 0.078013035
+## Sexuality..Women.and.Gender.in.Psychology 0.194278276 -0.022828873
+## Social.Organizational.Psychology -0.137127637 -0.122225161
+## Sociology 0.122053162 -0.065487726
+## Spirituality.Mind.Body -0.168896711 -0.240733535
+## School.Principals 0.039176448 -0.049655698
+## Urban.Education -0.006184475 0.295898596
+## Counseling.Psychology -0.145239526 -0.075359209
+## Communication.Media.and.Learning.Technologies -0.049024041 -0.159815716
+## PC67
+## Adult.Education -0.2454567494
+## Anthropology -0.0766732553
+## Social.Studies -0.0301400567
+## Physiology 0.0768861940
+## Behavior.Analysis -0.1262844106
+## Linguistics 0.0086964306
+## Art.Education 0.0385358397
+## Teaching.English 0.1092526791
+## Arts.Administration -0.2033738271
+## Bilingual.Bicultural.Education -0.1088694503
+## Clinical.Psychology 0.1498199068
+## Cognitive.Science 0.1333794332
+## College.Advising 0.1218684890
+## Communication.Sciences.and.Disorders 0.1336095348
+## Cooperation.and.Conflict.Resolution 0.1205693216
+## Creative.Technologies 0.0649443727
+## Curriculum.and.Teaching 0.0190169950
+## Dance.Education 0.0687261614
+## Deaf.and.Hard.of.Hearing 0.0726465830
+## Design.and.Development.of.Digital.Games -0.0438368367
+## Developmental.Psychology 0.0008480882
+## Diabetes.Education 0.0090192178
+## Early.Childhood.Education -0.1674866916
+## Early.Childhood.Special.Education 0.0345972861
+## Economics.and.Education 0.1569844642
+## Education.Technology -0.2389655944
+## Education.Leadership 0.1391088991
+## Education.Policy 0.1673579520
+## Inclusive.Education -0.0890121908
+## English.Education 0.0606431953
+## Change.Leadership 0.0683417172
+## Nursing -0.0468111829
+## Gifted.Education 0.0963339814
+## Health.Education 0.1210526776
+## Higher.and.Postsecondary.Education 0.0671650823
+## History 0.0826691205
+## Instructional.Technology.and.Media 0.0528521699
+## Intellectual.Disability.Autism -0.2025946141
+## International.and.Comparative.Education 0.1641122391
+## Kinesiology -0.0416368285
+## Learning.Analytics -0.0884199735
+## Literacy 0.0156144477
+## Mathematics 0.0304455319
+## Measurement..Evaluation.and.Statistics -0.0124295336
+## Motor.Learning.and.Control -0.0005967113
+## Movement.Science -0.0105842250
+## Music 0.0303318490
+## Neuroscience 0.2143729471
+## Nutrition -0.0321790874
+## Leadership 0.0288435107
+## Philosophy -0.0973809020
+## Physical.Education -0.0191211180
+## Politics 0.1974712964
+## Private.School.Leadership -0.1136077695
+## Psychological.Counseling 0.0295823290
+## Psychology 0.2080737952
+## Reading 0.0395580354
+## School.Psychology 0.0451598469
+## Science.Education 0.1171677601
+## Sexuality..Women.and.Gender.in.Psychology -0.1229886562
+## Social.Organizational.Psychology -0.2056562825
+## Sociology -0.2754285998
+## Spirituality.Mind.Body -0.0329509892
+## School.Principals 0.1194462264
+## Urban.Education -0.1512432834
+## Counseling.Psychology -0.3086875020
+## Communication.Media.and.Learning.Technologies -0.0876424531
+tc_loadings <- abs(tc_pca$rotation)
+biplot(tc_pca)
+Yes, there are relationships between these programs. For example, the psychology programs are closer to each other than other types of program, having both positive mapped value on pc1 and pc2. While for education class, they tend to have lower pc2 mapped value and high pc1 mapped value. In other words, education programs are having similar mapping on pc1 and pc2.
+